{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":9406793,"sourceType":"datasetVersion","datasetId":5711388}],"dockerImageVersionId":31089,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nimport pandas as pd\nimport pickle\nimport matplotlib.pyplot as plt\nimport numpy as np","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:24:42.816410Z","iopub.execute_input":"2025-08-02T12:24:42.816740Z","iopub.status.idle":"2025-08-02T12:24:43.111574Z","shell.execute_reply.started":"2025-08-02T12:24:42.816707Z","shell.execute_reply":"2025-08-02T12:24:43.110424Z"}},"outputs":[],"execution_count":1},{"cell_type":"code","source":"!pip install neurokit2\nimport neurokit2 as nk","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:24:43.112683Z","iopub.execute_input":"2025-08-02T12:24:43.113102Z","iopub.status.idle":"2025-08-02T12:24:52.401404Z","shell.execute_reply.started":"2025-08-02T12:24:43.113079Z","shell.execute_reply":"2025-08-02T12:24:52.400553Z"}},"outputs":[{"name":"stdout","text":"Collecting neurokit2\n  Downloading neurokit2-0.2.12-py2.py3-none-any.whl.metadata (37 kB)\nRequirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from neurokit2) (2.32.4)\nRequirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (from neurokit2) (1.26.4)\nRequirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from neurokit2) (2.2.3)\nRequirement already satisfied: scipy in /usr/local/lib/python3.11/dist-packages (from neurokit2) (1.15.3)\nRequirement already satisfied: scikit-learn>=1.0.0 in /usr/local/lib/python3.11/dist-packages (from neurokit2) (1.2.2)\nRequirement already satisfied: matplotlib>=3.5.0 in /usr/local/lib/python3.11/dist-packages (from neurokit2) (3.7.2)\nRequirement already satisfied: PyWavelets>=1.4.0 in /usr/local/lib/python3.11/dist-packages (from neurokit2) (1.8.0)\nRequirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib>=3.5.0->neurokit2) (1.3.2)\nRequirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.11/dist-packages (from matplotlib>=3.5.0->neurokit2) (0.12.1)\nRequirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib>=3.5.0->neurokit2) (4.58.4)\nRequirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib>=3.5.0->neurokit2) (1.4.8)\nRequirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib>=3.5.0->neurokit2) (25.0)\nRequirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.11/dist-packages (from matplotlib>=3.5.0->neurokit2) (11.2.1)\nRequirement already satisfied: pyparsing<3.1,>=2.3.1 in /usr/local/lib/python3.11/dist-packages (from matplotlib>=3.5.0->neurokit2) (3.0.9)\nRequirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.11/dist-packages (from matplotlib>=3.5.0->neurokit2) (2.9.0.post0)\nRequirement already satisfied: mkl_fft in /usr/local/lib/python3.11/dist-packages (from numpy->neurokit2) (1.3.8)\nRequirement already satisfied: mkl_random in /usr/local/lib/python3.11/dist-packages (from numpy->neurokit2) (1.2.4)\nRequirement already satisfied: mkl_umath in /usr/local/lib/python3.11/dist-packages (from numpy->neurokit2) (0.1.1)\nRequirement already satisfied: mkl in /usr/local/lib/python3.11/dist-packages (from numpy->neurokit2) (2025.2.0)\nRequirement already satisfied: tbb4py in /usr/local/lib/python3.11/dist-packages (from numpy->neurokit2) (2022.2.0)\nRequirement already satisfied: mkl-service in /usr/local/lib/python3.11/dist-packages (from numpy->neurokit2) (2.4.1)\nRequirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=1.0.0->neurokit2) (1.5.1)\nRequirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=1.0.0->neurokit2) (3.6.0)\nRequirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas->neurokit2) (2025.2)\nRequirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->neurokit2) (2025.2)\nRequirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->neurokit2) (3.4.2)\nRequirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->neurokit2) (3.10)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->neurokit2) (2.5.0)\nRequirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->neurokit2) (2025.6.15)\nRequirement already satisfied: six>=1.5 in /usr/local/lib/python3.11/dist-packages (from python-dateutil>=2.7->matplotlib>=3.5.0->neurokit2) (1.17.0)\nRequirement already satisfied: intel-openmp<2026,>=2024 in /usr/local/lib/python3.11/dist-packages (from mkl->numpy->neurokit2) (2024.2.0)\nRequirement already satisfied: tbb==2022.* in /usr/local/lib/python3.11/dist-packages (from mkl->numpy->neurokit2) (2022.2.0)\nRequirement already satisfied: tcmlib==1.* in /usr/local/lib/python3.11/dist-packages (from tbb==2022.*->mkl->numpy->neurokit2) (1.4.0)\nRequirement already satisfied: intel-cmplr-lib-rt in /usr/local/lib/python3.11/dist-packages (from mkl_umath->numpy->neurokit2) (2024.2.0)\nRequirement already satisfied: intel-cmplr-lib-ur==2024.2.0 in /usr/local/lib/python3.11/dist-packages (from intel-openmp<2026,>=2024->mkl->numpy->neurokit2) (2024.2.0)\nDownloading neurokit2-0.2.12-py2.py3-none-any.whl (708 kB)\n\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m708.4/708.4 kB\u001b[0m \u001b[31m3.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n\u001b[?25hInstalling collected packages: neurokit2\nSuccessfully installed neurokit2-0.2.12\n","output_type":"stream"}],"execution_count":2},{"cell_type":"markdown","source":"LOADING DATA","metadata":{}},{"cell_type":"code","source":"subject = 15","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:24:52.402349Z","iopub.execute_input":"2025-08-02T12:24:52.402805Z","iopub.status.idle":"2025-08-02T12:24:52.407933Z","shell.execute_reply.started":"2025-08-02T12:24:52.402776Z","shell.execute_reply":"2025-08-02T12:24:52.406670Z"}},"outputs":[],"execution_count":3},{"cell_type":"code","source":"BASE = '/kaggle/input/ppg-dalia-dataset/PPG_FieldStudy'   \npkl_path = os.path.join(BASE, f\"S{subject}\", f\"S{subject}.pkl\")\nwith open(pkl_path, 'rb') as f:\n    data = pickle.load(f, encoding='latin1')\n#data","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:24:52.410470Z","iopub.execute_input":"2025-08-02T12:24:52.411038Z","iopub.status.idle":"2025-08-02T12:25:04.231981Z","shell.execute_reply.started":"2025-08-02T12:24:52.410992Z","shell.execute_reply":"2025-08-02T12:25:04.230989Z"}},"outputs":[],"execution_count":4},{"cell_type":"markdown","source":"DATA SUMMERY","metadata":{}},{"cell_type":"code","source":"summary = []\n\nfor device in data['signal']:\n    for sensor in data['signal'][device]:\n        dt = data['signal'][device][sensor].flatten()\n        summary.append({\n            'device': device,\n            'sensor': sensor,\n            'min': dt.min(),\n            'max': dt.max(),\n            'mean': dt.mean(),\n            'median': np.median(dt)\n        })\ndf_summary = pd.DataFrame(summary)\nfrom IPython.display import display\ndisplay(df_summary)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:04.232878Z","iopub.execute_input":"2025-08-02T12:25:04.233118Z","iopub.status.idle":"2025-08-02T12:25:04.736840Z","shell.execute_reply.started":"2025-08-02T12:25:04.233099Z","shell.execute_reply":"2025-08-02T12:25:04.735907Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"  device sensor         min         max        mean      median\n0  chest    ACC   -4.165200    4.496800    0.263912    0.060600\n1  chest    ECG   -1.500000    1.499954    0.002157   -0.036392\n2  chest    EMG   -1.500000   -1.500000   -1.500000   -1.500000\n3  chest    EDA    0.000000    0.000000    0.000000    0.000000\n4  chest   Temp -273.149994 -273.149994 -273.149963 -273.149994\n5  chest   Resp  -24.043274   21.783447    0.049764   -0.151062\n6  wrist    ACC   -2.000000    1.984375   -0.122420   -0.125000\n7  wrist    BVP -966.820000  831.840000    0.000417    2.110000\n8  wrist    EDA    0.142460    7.489662    2.996462    2.838980\n9  wrist   TEMP   30.050000   34.430000   32.533825   33.630000","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>device</th>\n      <th>sensor</th>\n      <th>min</th>\n      <th>max</th>\n      <th>mean</th>\n      <th>median</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>chest</td>\n      <td>ACC</td>\n      <td>-4.165200</td>\n      <td>4.496800</td>\n      <td>0.263912</td>\n      <td>0.060600</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>chest</td>\n      <td>ECG</td>\n      <td>-1.500000</td>\n      <td>1.499954</td>\n      <td>0.002157</td>\n      <td>-0.036392</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>chest</td>\n      <td>EMG</td>\n      <td>-1.500000</td>\n      <td>-1.500000</td>\n      <td>-1.500000</td>\n      <td>-1.500000</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>chest</td>\n      <td>EDA</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>chest</td>\n      <td>Temp</td>\n      <td>-273.149994</td>\n      <td>-273.149994</td>\n      <td>-273.149963</td>\n      <td>-273.149994</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>chest</td>\n      <td>Resp</td>\n      <td>-24.043274</td>\n      <td>21.783447</td>\n      <td>0.049764</td>\n      <td>-0.151062</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>wrist</td>\n      <td>ACC</td>\n      <td>-2.000000</td>\n      <td>1.984375</td>\n      <td>-0.122420</td>\n      <td>-0.125000</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>wrist</td>\n      <td>BVP</td>\n      <td>-966.820000</td>\n      <td>831.840000</td>\n      <td>0.000417</td>\n      <td>2.110000</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>wrist</td>\n      <td>EDA</td>\n      <td>0.142460</td>\n      <td>7.489662</td>\n      <td>2.996462</td>\n      <td>2.838980</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>wrist</td>\n      <td>TEMP</td>\n      <td>30.050000</td>\n      <td>34.430000</td>\n      <td>32.533825</td>\n      <td>33.630000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}],"execution_count":5},{"cell_type":"markdown","source":"sampling frequancy","metadata":{}},{"cell_type":"code","source":"#SAMPLING FREQUANCIES OF SENSORS\neda_freq = 4\nresp_freq = 700\ntemp_freq = 4\nacc_chest_freq = 700\nacc_wrist_freq = 32\nactivity_freq = 4\n\neda_signal = data['signal']['wrist']['EDA']\nresp_signal = data['signal']['chest']['Resp']\ntemp_signal = data['signal']['wrist']['TEMP']\nacc_chest_signal = data['signal']['chest']['ACC']\nacc_wrist_signal = data['signal']['wrist']['ACC']\nactivity_signal = data['activity']","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:04.737638Z","iopub.execute_input":"2025-08-02T12:25:04.738016Z","iopub.status.idle":"2025-08-02T12:25:04.744090Z","shell.execute_reply.started":"2025-08-02T12:25:04.737990Z","shell.execute_reply":"2025-08-02T12:25:04.742725Z"}},"outputs":[],"execution_count":6},{"cell_type":"code","source":"l_activity = len(activity_signal)\nl_eda = len(eda_signal)\nl_resp = len(resp_signal) \nl_temp = len(temp_signal)\nl_acc_chest = len(acc_chest_signal)\nl_acc_wrist = len(acc_wrist_signal)\n\n\nprint(\"activity\", l_activity ,\"sampling freq:\", activity_freq ,\"recording time:\", l_activity / activity_freq )\nprint(\"eda\", l_eda ,\"sampling freq:\", eda_freq ,\"recording time:\", l_eda / eda_freq )\nprint(\"resp\", l_resp ,\"sampling freq:\", resp_freq ,\"recording time:\", l_resp / resp_freq )\nprint(\"temp\", l_temp ,\"sampling freq:\", temp_freq ,\"recording time:\", l_temp / temp_freq )\nprint(\"chest-acc\", l_acc_chest,\"sampling freq:\", acc_chest_freq ,\"recording time:\", l_acc_chest / acc_chest_freq)\nprint(\"wrist_acc\", l_acc_wrist,\"sampling freq:\", acc_wrist_freq ,\"recording time:\", l_acc_wrist / acc_wrist_freq)\n\nprint(\"###\")\nprint(\"ecg\" , len(data['signal']['chest']['ECG']))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:04.745425Z","iopub.execute_input":"2025-08-02T12:25:04.745800Z","iopub.status.idle":"2025-08-02T12:25:04.776352Z","shell.execute_reply.started":"2025-08-02T12:25:04.745760Z","shell.execute_reply":"2025-08-02T12:25:04.775261Z"}},"outputs":[{"name":"stdout","text":"activity 31756 sampling freq: 4 recording time: 7939.0\neda 31756 sampling freq: 4 recording time: 7939.0\nresp 5557300 sampling freq: 700 recording time: 7939.0\ntemp 31756 sampling freq: 4 recording time: 7939.0\nchest-acc 5557300 sampling freq: 700 recording time: 7939.0\nwrist_acc 254048 sampling freq: 32 recording time: 7939.0\n###\necg 5557300\n","output_type":"stream"}],"execution_count":7},{"cell_type":"code","source":"end_time = l_activity / 4\nl_activity ","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:04.777719Z","iopub.execute_input":"2025-08-02T12:25:04.778102Z","iopub.status.idle":"2025-08-02T12:25:04.811556Z","shell.execute_reply.started":"2025-08-02T12:25:04.778074Z","shell.execute_reply":"2025-08-02T12:25:04.810901Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":"31756"},"metadata":{}}],"execution_count":8},{"cell_type":"markdown","source":"ACTIVITY","metadata":{}},{"cell_type":"code","source":"plt.plot(data['activity'])\nplt.title(\"activity\")\nplt.xlabel(\"time / samples\")\nplt.ylabel(\"activity code\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:04.812396Z","iopub.execute_input":"2025-08-02T12:25:04.812574Z","iopub.status.idle":"2025-08-02T12:25:05.063134Z","shell.execute_reply.started":"2025-08-02T12:25:04.812559Z","shell.execute_reply":"2025-08-02T12:25:05.062109Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}],"execution_count":9},{"cell_type":"code","source":"activity_final = np.array(activity_signal.flatten())\nactivity_final","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:05.065655Z","iopub.execute_input":"2025-08-02T12:25:05.065890Z","iopub.status.idle":"2025-08-02T12:25:05.072449Z","shell.execute_reply.started":"2025-08-02T12:25:05.065874Z","shell.execute_reply":"2025-08-02T12:25:05.071572Z"}},"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"array([0., 0., 0., ..., 0., 0., 0.])"},"metadata":{}}],"execution_count":10},{"cell_type":"markdown","source":"ELECTRODERMAL ACTIVITY SIGNAL ","metadata":{}},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"HEART RATE","metadata":{}},{"cell_type":"code","source":"import numpy as np\nfrom scipy.interpolate import interp1d\n\ndef full_resolution_hr(r_peaks, fs=700, signal_len=None, win_sec=8, step_sec=2):\n    win_size = int(win_sec * fs)\n    step_size = int(step_sec * fs)\n    signal_len = signal_len or r_peaks[-1]\n\n    times, hr = [], []\n\n    for start in range(0, signal_len - win_size + 1, step_size):\n        end = start + win_size\n        r_win = r_peaks[(r_peaks >= start) & (r_peaks < end)]\n\n        if len(r_win) >= 2:\n            rr = np.diff(r_win) / fs\n            bpm = 60 / rr\n            hr.append(np.mean(bpm))\n        else:\n            hr.append(np.nan)\n\n        times.append((start + end) / 2 / fs)\n\n    times = np.array(times)\n    hr = np.array(hr)\n\n    valid = ~np.isnan(hr)\n    if np.sum(valid) < 2:\n        raise ValueError(\"Not enough valid heart rate points to interpolate.\")\n\n    interp_fn = interp1d(times[valid], hr[valid], kind='linear', fill_value='extrapolate')\n\n    total_samples = signal_len if isinstance(signal_len, int) else len(signal_len)\n    time_axis = np.arange(total_samples) / fs\n    hr_per_sample = interp_fn(time_axis)\n\n    return hr_per_sample\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:05.073479Z","iopub.execute_input":"2025-08-02T12:25:05.073812Z","iopub.status.idle":"2025-08-02T12:25:05.096898Z","shell.execute_reply.started":"2025-08-02T12:25:05.073790Z","shell.execute_reply":"2025-08-02T12:25:05.095882Z"}},"outputs":[],"execution_count":11},{"cell_type":"code","source":"data['rpeaks']","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:05.097984Z","iopub.execute_input":"2025-08-02T12:25:05.098331Z","iopub.status.idle":"2025-08-02T12:25:05.128594Z","shell.execute_reply.started":"2025-08-02T12:25:05.098305Z","shell.execute_reply":"2025-08-02T12:25:05.127576Z"}},"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"array([    506,    1267,    2097, ..., 5556187, 5556712, 5557262],\n      dtype=int32)"},"metadata":{}}],"execution_count":12},{"cell_type":"code","source":"hr_signal = full_resolution_hr(data['rpeaks'], fs=700, signal_len = 6448400)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:05.129384Z","iopub.execute_input":"2025-08-02T12:25:05.129582Z","iopub.status.idle":"2025-08-02T12:25:05.504195Z","shell.execute_reply.started":"2025-08-02T12:25:05.129567Z","shell.execute_reply":"2025-08-02T12:25:05.503126Z"}},"outputs":[],"execution_count":13},{"cell_type":"code","source":"plt.plot(hr_signal)\nplt.xlabel(\"Samples\")\nplt.ylabel(\"Heart Rate (bpm)\")\nplt.title(\"Heart Rate per Sample (Interpolated)\")\nplt.grid(True)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:05.505306Z","iopub.execute_input":"2025-08-02T12:25:05.505576Z","iopub.status.idle":"2025-08-02T12:25:06.118514Z","shell.execute_reply.started":"2025-08-02T12:25:05.505558Z","shell.execute_reply":"2025-08-02T12:25:06.116884Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":14},{"cell_type":"code","source":"hr_final = np.array(hr_signal)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:06.119813Z","iopub.execute_input":"2025-08-02T12:25:06.120834Z","iopub.status.idle":"2025-08-02T12:25:06.137789Z","shell.execute_reply.started":"2025-08-02T12:25:06.120801Z","shell.execute_reply":"2025-08-02T12:25:06.136351Z"}},"outputs":[],"execution_count":15},{"cell_type":"code","source":"hr_final","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:06.139304Z","iopub.execute_input":"2025-08-02T12:25:06.139705Z","iopub.status.idle":"2025-08-02T12:25:06.149982Z","shell.execute_reply.started":"2025-08-02T12:25:06.139673Z","shell.execute_reply":"2025-08-02T12:25:06.148374Z"}},"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"array([   47.45756929,    47.4591165 ,    47.46066372, ...,\n       -1334.98521264, -1334.98680022, -1334.98838779])"},"metadata":{}}],"execution_count":16},{"cell_type":"raw","source":"hr_final","metadata":{}},{"cell_type":"markdown","source":"RESPIRATORY SIGNAL ","metadata":{}},{"cell_type":"markdown","source":"RAW DATA","metadata":{}},{"cell_type":"code","source":"preview_start = 2900\npreview_end = 2910\n\nstart = preview_start * resp_freq \nend = preview_end * resp_freq\n\n\nsignal = resp_signal.flatten()\n\nplt.figure(figsize=(10, 5))\nplt.plot(signal[:]) \nplt.title('complete resp signal')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()\n\nplt.figure(figsize=(10, 5))\nplt.plot(signal[start:end ]) \nplt.title('Signal Preview')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:06.150984Z","iopub.execute_input":"2025-08-02T12:25:06.151312Z","iopub.status.idle":"2025-08-02T12:25:06.979554Z","shell.execute_reply.started":"2025-08-02T12:25:06.151283Z","shell.execute_reply":"2025-08-02T12:25:06.978200Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x500 with 1 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IgkYVBEREREREUnAoIqIiIiIiEgCBlVEREREREQSMKgiIiIiIiKSgEEVERERERGRBAyqiIiIiIiIJGBQRUREREREJAGDKiIiDcozmjDsj334efNZtYtCREREDjCoIiLSoDVHk7F4/2WMX3pE7aIQERGRAwyqiIg0KDMrV+0iEBERkUAMqoiIiIiIiCRgUEVERERERCQBgyoiIiIiIiIJGFQRERERERFJwKCKiDzOpZQ7MBpNaheDiIiI3ASDKiLyKAv2XkTLif/irb/2q10UIiIichMMqojIo0xecxIAsGDvJZVLQkRERO6CQRURkQYZDGqXgIiIiITSTVA1YcIENG7cGCEhIYiKikLPnj1x/Phxi9fcvXsXQ4YMQYkSJRAcHIzevXsjOTlZpRITETnPxClfREREuqGboGrDhg0YMmQItm/fjtWrVyMnJwedO3dGZmZmwWv+85//YMmSJZg/fz42bNiAy5cv4/HHH1ex1ERERERE5O581C6AUCtWrLD4e9asWYiKisKePXvQpk0bpKam4ueff8acOXPQoUMHAMDMmTNRo0YNbN++Hc2aNVOj2ERERERE5OZ001NVWGpqKgAgIiICALBnzx7k5OSgY8eOBa+pXr06ypUrh23bttncTlZWFtLS0iz+IyJSG+dUERER6Ycugyqj0Yjhw4ejZcuWqF27NgAgKSkJfn5+CA8Pt3htdHQ0kpKSbG5rwoQJCAsLK/ivbNmyShadiIiIiIjcjC6DqiFDhuDQoUOYO3eu5G2NGjUKqampBf9duHBBhhISEREREZGn0F1QNXToUCxduhTr1q1DmTJlCh6PiYlBdnY2UlJSLF6fnJyMmJgYm9vz9/dHaGioxX9E5Fku3rqNoXP2IuFCitpFKcDsf0RERPqhm6DKZDJh6NCh+Pvvv/Hvv/+iYsWKFs/HxcXB19cXa9euLXjs+PHjOH/+PJo3b+7q4hKRjrwxNwFLD1xBz6lb1C4KERER6ZBusv8NGTIEc+bMwaJFixASElIwTyosLAyBgYEICwvDwIEDMWLECERERCA0NBSvv/46mjdvzsx/RGTX2euZjl8k0d2cPOw9dwuNK0bA19txexYTVRAREemHboKqadOmAQDatWtn8fjMmTPRv39/AMCkSZPg5eWF3r17IysrC/Hx8fjuu+9cXFIioqJe/2MfVh9JxkutKuL9R2uqXRwiIiKSkW6CKpOACQYBAQGYOnUqpk6d6oISEREJt/pIMgBg1tZEu0GVyWTCkgNXcPqq8r1nREREJA/dBFVERJ5gzdGrGPbHPrWLQURERCLoJlEFEZEnOHAxRe0iuFRunhGDZu/G9xtOq10UIiIipzGoIrov9U4Onpi2Fb9uS1S7KEQeY8XhJKw6kowJy4+pXRQiIiKnMagium/6htPYfe4WPlh0WO2ikIsJmbMp275ctid9uJ2dp3YRiIiIJGNQRXTf7axctYtARERERDrEoIqIPJ6Bi0KRixmNJjz38w4Mn8ukJERE7oBBFRF5tBsZWbiZma12McjDnLiajk0nr2NhwmW1i0JERDJgUEVEHis714i4j9aoXQyP5ql9hEaj2iUgIiI5Magiuo8JBDxP6p0ctYtAREREboBBFRERERERkQQMqojIozAnhbYwSQgREbkDBlVE5FFcuCQVCeDKNcKIiIiUwqCK6D62lxMRERGRMxhUEd3H9nLPY1LhV2fPDBERkfthUEWakHY3B8eS0tQuBhG5GOdUERGRO/BRuwBEAND603VIvZOD/73aAnHli7tsvyaTCROXH0PlyGCX7ZPkc+HmbZhMQLkSQU6938BBn0RERCQD9lSRJuSvF/TvsWSX7ndX4i18v/EM3vnfAZful6TLys1D68/Woc3n63A3J0/w+7TeMaLx4pECOCSUiEj/GFSRYnLyjNhz7hZy8oxqF8WmlNvZaheBnJRxN7fg3+lm/3bEUf01V+HjlcPdCNB+cE9EROIwqCLFjF18GL2nbcXYxYfVLoogbCz2PNYSVXy+6rikbebmGbH6SDJuZloP2B31SnjaYeipsQWvN0RAZlYuVh5Owp1s4aMNiLSKQRUp5vcd5y3+T6QHs7YkSnr/T5vP4uXZu9F9ymZ5CkRE5KbemLsPg3/dg//+fVDtohBJxqCKNMXVrbfmu+NwHJLD8kNJAIBLKXdULok+SDnlM7Jy0WPqFny3/pRs5SEi11lz9CoAYMG+SyqXhEg6BlVE5LGY/U/fftmaiP0XUvDZCmlDNqVafSQZU9aedDrhBIcCEmnLtfQsdJm8ETM2n1W7KKQjDKqI7mPFxjOwR1JbpPwcWSKyPirp5dm78eXqE9h86rrg9/A4JLIvN8+IEfMSMG/XBZfv++u1J3AsKR0fLj3i8n2TfjGoIiKPYh48H76c6vr9u3yP7ktr32VyWpbaRSByG4v3X8aCvZdUWfIkK0e7WYtJuxhUkUdjY7Fne+33vWoXoQgek8LpuXdZz2UncoWU2zmq7ZunJzmDQZWGcUFI5fEb9mxiFg0WikGR5+JvT+QeWP0iZzCo0qjMrFw8/NUG3azx5A5+3X5O7SKQG3B0L2bF25KUuUXW1hnTI/f4FETuw12uLeRaDKo0amHCJZy5lolZWxPVLgqRJhmcrI2bv83ZbSiJt3Lh5GpNvpuTh12JN5FnlLZBMYeTBg89IsrHCzE5gUGVRkm8t+uWh35scoJeh8fqs9TaJNd3+drve9Fn+jZ8s/akTFskIiJPw6CK3EZOnhFT153C/gspMJlMGDhrF0YtsJ81SKf18iLWHk3Gbxy+KIij3zwr14iVh5OQkZXrmgIpJM9owsf/HMHKw0lqF0Uxcp2//x67twDp7G2J8myQiHTNTaoG5GIMqrTKXWr7LjR72zl8vvI4ekzdguPJ6Vh77Cr+2Onc+ha5efpKpzrwl914f+EhHEtKU7sobmHwr3swdI5zmQG1Mqpr6YHL+HHTWQz+dY/aRVGM1uY9iBnSx0s8kXbpdSQEqYtBFbmN42YBRW6etAviV6tPSC2OKq6lc50cMezdONcfv+bCkjwgV1CWlHpXpi1pmAfXezKzclnxI1IIzyxyBoMq8mi2WpZnbkl0aTlIPC0mmSDPZnAyJBYbHJ26moFaY1ZikBv3QhKpie0V5AwGVUSkS8620iud/c9RqXiztiQtpbp+Sfnc+fMnVx9Jlqk0RGROz9cWUg+DKnJLQissrOAS6ZenDn+7eOu22kVwSG/zUonMeeq1haRhUEW6tv3MDUxbfxrGQjnolbgenrmWgXM3MuXfMLmU0vdKR/G8o4BfruJ5wuhIOX7LCzcfBCh6GVK65uhVtYtg197zt1D1/eX4bv0ptYtCROQyPmoXgKxjG4kwT/+wHQBQNiJQ0f3czs5Fhy83AABOfdwVPt5sjyByB09+v63g3wYAW09fR2iAL2qXDhO9LWb/u+f9vw/BaAI+W3Ecr7WronZxiERz49OTFMSgijTF2YrGuRu3LSaJS21wLvz+m5nZBf/OzjMyqNIAvfQqkH3OJncA5Kn4XDHLkngjMxvP/LgDAJA4sZsMWxeGFTgijeFJSU5gzVCjWF0Uz7k1a6y/x51bkT1Vbp4Rx5LSVF/biMeWJSm/h56/S7YJuIdr6VnoMXUL/th5Xu2ikIzUvk+QPjGoIiJdEjuR+O2/DqDL5E24cPOOU/s7dCkV45YcRurtHKfeLxTr2sKx4qNNnvSrfLnqOPZfSMGoBQfVLgrJSM8NNqQeDv/TKFvn853sPAT6ebu0LHphPowoMytP8LvIM/y971KRx/KMwu+cj07ZDABIu5OLL5+sJ1u5yHms+JDaMrOF3mtIT3htIWewp0pHdpy5gRqjV2DCsqNqF0Xzhs7ZK+v25LrAiqnEkzadSE5XuwhuRcqcKtIm/qKkd+wFJ2cwqNKRT5YfAwB8v/GMyiXRnvXHLVMMX03PKvi33OtNOFsJ/GbtSdQes5KVcpmonaji1NUMvPvXAZy/of01g8g1nD0m3a1V3M0+jl0MIIkoH4Mq0q2raQ+ydu1KvOXUNg5fTrX6uBL19a9Wn8CdnDx8wp5Gt/DE9K34c/cFDJi1EwAwb/cFrDycpHKpHvCEHiAu0Elq4xHonnhpIWdwThXp1uPTtlr8vePsDdHbmPKv48UpL9y8jVNXMwr+5rAAAoCU+wkrTl/LxMVbt/HOXwcAAA3KhYve1rzdF3A9IwuvtavCo0tnfth4uuDf7h/GEnkGXofJGQyqSLcu3rLM4pZoYxiWySSt56n1Z+ucf7MV5gEa3XMiOR3pd3MQVz5C8Hu01EtxK1NaRsD8gKxzzRg5igNAfPC/eP9lXE65g1faVpatDEJIOTe1cAR8suyY2kUgFSkVSBuNJnh5MUxXi4ZuL6QjHP6nUZ56QmulF8je9y91WNXFW3eQkZUraRtq23LqOqasPSlbYNN50kb0nrYNyWZDOq1JuZ1t93ktkPKVqHlcDPtjHyYuP4Yjl9NUK4NYhb/rjSeu4fcd59QpDJFM3p6/H00nrEXaXWWXb9A6dafNaqMuQvrCnio98dRISyUv/bILl1PsV/KddSMjC8H+8p9+UgK+m5nZiCjmJ+i1/X7aAQAoFR6IJ+LKOL3Pwi6l3EF0aIDV5z5ZdhQ/bDyD8T1q4bnmFVRPVKEUtT/VLR0ErvkKN8I8P+Pe/LbasWGoVzZchRI5RyuNSaQN8/dcBAAs2ncJzzWvoG5hZJKTZ8SBiymoWyYcvt7C2vNZ5SG9YU+Vjuy/aD2pAjnHXi/LnZw8rDl6FUeuKNNqr9TNwtnK2Q8bT6Ph+NX4efNZUe+btVXc66X44X7Wyw8WHS7ynCvjK2v70mJ85xmJKqw/fiVVmcYQR7R4HJD+GY0m7Eq8iXQd91yNWXwYvadtw9jFRa/fWsSAjpzBoEqjCt+cr2dkWX8hOWTr2vjX/dZAejAvZPzSI6Lep5WKuytvgI4+MSvWnksr5wO5l3m7L6DP9G3oXSg5k57M2XEeAPD7/f9rHWMq9dzIyMLNTP2MmDDH4X86kX5X33NwtGhRwmW1iyA7V1fq1JhH7et9b6daSlRB6rB9BPDYINdQtBHl/sb/3ncJAHAi2X2THGmtMYr3F3Vk5eYh7qM1AIBTH3eFj8Cholqhr9J6MI1dbzxadp4RZ69nStqGUpdrl8/N0NqdUOf4bYqjtXoPT4d7WCGVBw8n9fAIVseNjAc9VHdzjSqWxDkMqnSCN2vnyX2D7zN9K9p/sR7rj1+Vdbt6JPdhKWZ77pioQs6P5IZfj+Y5e6lhDKI9JpMJe8/fwu1sjhLxRDwnyRkMqsjtZecZ8cXK49ideFOW7eUPwZi3+4LT21CqJdfVw//krrg7GygxgCjKMyoF2vqQYo5Ddz5m3aHBY+6uC3j8u614+oftahfFI2jtiNHWlYX0gkGVTnACtPPGLDqMb9edwhPTt6ldFNWcuZaBCcuPyp7wxMtFlacf72f+y2cymfDOX/vN/rb/fj2sb6UVerrS6Dlw1HPZHXGH4X/5jWYHVMy66waxqSSe/vlJf5ioQic85uKiwL14vo0sf+64NowJJkxYfhRZOUaMfaxWwePdvtmMOzl5OHYlHb+82ES2/bnqsPx42VGzfRpw+lom1hwVPvzyWFK6fIXxmJNR+9Squ2fl5mFxwmW0fijS4nEeGZ5H0TwV97fufncq7XOHhgFyPQZV5LHOXpOWbEIKo0IX7KwcI77fcK9XZ9XhJMwe2ARVokJwJycPAJBwIUXW/bkivkgrtDaLCSZkqziBVS8VZ0+I/Ww1jChdH/p0+XHM2OK6Ndq0YNSCAzAagU+fqKt2UTTFJVVvD6jfWxsyyriG9IbD/0iX8ozSr7ZZEivmUi74R6+I7zlJve144UfzYO1y6l0M+X2f6P2IIfewVGtbe+MP6Z9BLzdnLQzz1clXpSpPC6hS7+Tgj50X8OfuC7ghYAixO8ypIs+ml3sGaQuDKtKlb9aelLwNXxXXPxBT57iWnoXBv+5GvQ9XYeLyY3ZfW/g+cEviXKLE65no8OV6zNtlIymH7Ikqij627vg1h69z9H3qZSiHp9dFhVTYzenkZ9U9o1kjlpD2LL2cb3JwwTJVpAItTg+4eOs2en23BcsOXlG7KGQDgyqd4MXV0o+bzjh+kQNSL5pSfhMxHW09p27BysPJAIDpG07bfa2jyozYMn+w6BDOXMvEO/87YPV5NRb/tcZRHe6/Cw85td0hc/aiz/StFpVKa9zp/FTzo7T+bJ2o1ws9jfadv4UmH6/Bkv3yLPhdo1So1cfdNfuflqqXhy6lig6+Xe3irduyjKbQ0SEimdY+qxbbBf779yHsO5+C137fq3ZRFKPBr10UBlUaVfgCw+EU7kVMS+6llDtWH8/ONWLt0WSLOUev/GZ5sZV62Ny9PxfLFi0MVxPC2cWa/zlwBbsSb+HIlTSZS2Td0Dl7C+a/2bLxxDV8t/6U2/QGmF/bbmdbfvbb2bmYuPyYzbmAQr+Cl2fvwdX0LLwuw1BSubjJz+dS+y+k4NEpmxH30Rq1i2JT50kb0OrTdRgiY8VXi70m7k6L52fqHcdTAFxh9ZFkVBj5DyYsP+r4xR6GQZVGFT6f9VF1dR0tXPDULsPkNScw8JfdeO7nnTZfo3TQ46XwFcRaa6/WAzkpx0XijduYsSXR7muen7ETn604jrUish/q1ddrTmL6htPoOXWL1edtJqoo9Heu0TWJTcYvPYorqdYbQUi6zaeuq10Eu25n5xasY7jicJJs27V2TTEaTdh44hpuZupvuQiTyYRDl1KRlWvZiHI9I8ti+Qu2JVvSQLUHAPDy7N0AUJAUS056/8kZVOnAjjM31C6C5ui95U6OgOx/e++lit8vIqOf3BcspQOcXt9Zr0y7881W6LChyx5QeT+e7CChi8DzyFWHy6WUOxg0e4+L9kZakyvDkD9z9q5z83ZfwPMzdqLr1xtl3acrzNl5Ho9O2YyBs3YXPJZrNKHRR2tQ/8PVmuiF12QdQwPfC9nHoEoHnvphu1tXIs19v/EM9p6/pXYxdEHI9bVoQgeZs/XJnaiiUPVX6MKbrjw/xOxLC5UDvTlyWfhQSy1+uwcviV8sVuphkno7Bx2+XI+vVp+QtiESTcmh+fYarfJ7wpLTtD2/zJrZW88BsN3zmHonp0gvlqtp5dKdfjcHX606jhOOGpg0bO/5Wxi96BAys3IdvlYjX7vTGFTphNaHPMnp8e+2OnyNVi54zrK3TtWdbNfcTI4lpTmcuO/q405I/cQEE2Y5GCKnJEdFNP8MKwUMAbpsY86cuRWHknDIicq6HhT+Ph/5ZlPBv+U4z+fsOI9bApYjkNPV9LsOXyNnXfznLWdx5lqmLFlRyXmec5dWVv0PV6PlxH9Vvc9rpYrxybKj+ObfU+g8aaNmyiTW499txext5wqGDbozXQVVGzduRPfu3REbGwuDwYCFCxdaPG8ymTB69GiUKlUKgYGB6NixI06e1OdNpmiiClWKoVlauLhI+U1s3SxWH0lGjdEr8O2/8hy3V1ItK3fmRe4yeRNe/2MftkqYp+ClwoGZk2fC3EIp3l15883Osz8/x7ws28/ctPvarNw8tJj4r8N9vvLbHjw6ZbPN/chJ5hFMkjgqiqOeQJPJhPf+PihfgQTu98LN27Lv0548heeMmX9e3ouccynlDhbuu4RcB9cPoawdgjczs7Hu2FVRmQdPXU3Hw1+uFzWM3BWuZ6g8V0wj18H9Fx40pum9MXnrafefyqKroCozMxP16tXD1KlTrT7/2Wef4ZtvvsH06dOxY8cOFCtWDPHx8bh713GrIZFY662snySUrWvjqAX3Upd/sUq+YTy/bj9n9/mjSbaHFTgaV65kBetaujaHtRy6lIbzNywrzeY9emLue2l3HA+HEOtK6h3skzCE1tVp8qXUE5x5b7bERb/FuJWZjUUJl6xm0bRVQVqUcAljFx92mMZfrBsZWbKk+fYEixIuYd/5lCKPO16ywvbJ0/azdRj+ZwJ+2Wb7enzqagbenLffbIP392vltdYe6/bNJgyYtQu/Objmm+v41UacvpaJHjaSwShBk/OVCtFiGbVYJjE6VI9y+Bq9t9noKqjq2rUrPvroI/Tq1avIcyaTCZMnT8b777+PHj16oG7dupg9ezYuX75cpEeLtMNkMhUEEuLeKMe+pb2/cPpncfu23Pnpaxn4dMUxRTI5fb1Gud5asRfADAFjqvONmJcgattzdpxHl8kbXZJ9bdbWRMX34Yit+lvzCf+i13dbcdxOsKwX5ufJnB3ncSc7Dzczs7HmSDJy84w2z2F753bV95fjewfrvTkidB7Nsz/vwBtzE/DJMuGph9+Ym4BZWxOx6oiw7HHZuUZMXWf/8xy5nIa4j9bg6R+2CS6HFrmql+yNuQlFHpu67hRaTvwXSanONdLmJ7GwNzLgye+3FSQgAh5cX60Fc9Yeyx+ZIGTYsZryMyRqmRZ7hbRYJjE8YY6xroIqe86ePYukpCR07Nix4LGwsDA0bdoU27bZvpFkZWUhLS3N4j8t8JSU6ltP38AfOy84fmEhcrTYOFoPSIgVh5y7eRUufdfJmzBt/WnFh15Zq5RIObbETNL+cMkR1B6zEptOCuvhE5XV0AC89/dBHEtKx4RlxwS/z53tv5iidhEcyszKxdR/Twl67Xt/H8RnK4/hsW8346XZuzFjy1mnrwITlgs7RpztLcqvOxy+n3Rj6YEr9l9v5ZMs2X9FUAPB7G2JDl8zb/e9a+yuRH0nAVKzTvb5yuO4nHoXk9dYjiKQ894sV6Oas+vykbZ5QEyi8744NwqqkpLuVW6jo6MtHo+Oji54zpoJEyYgLCys4L+yZcsqWk6nuWFUZTKZkH5X/uFPQsmx71d+2+PcMLVCVw5H83SkkNK66yhRhZihYjO2nAUAfLpC2aDH0YLFSth9zv7cqcLemLsPR120oLBYrrypTVx+zHHadDMztyTi4q17gcZyAQ0ajioh9uY+7ThzA/XGrcL/9lws8pwcLa6Ozst/Dl5B8wmO59udu6H8/C29V3SUpNZ3Y+8QLDyXVq/UnL+nlWPe/DvQSpmcpWSmTK1wm6DKWaNGjUJqamrBfxcuiO81UUKRRBVuFlUlpd5F44/X4v2Fzk0i11KLTeody9bFK6l3sCjB8YTkO9l52HTymtNzPIR+BQY7fwFSb1zKpGg/dyMTaSKCXvPj4eTVjIJMeUajSZEhB4V7Fv7cJe66sSjhMnp8u0VS2bR0DjjL0fIJjj6jlO/vl62JaP3ZOpvPv/TLbqRn5eLN+fttvkYoJYe9qDXPIjfPiHf+2m816HRn9q6Xsq8DaGdnep9fo3VaGarmAXGIW/FRuwByiYmJAQAkJyejVKlSBY8nJyejfv36Nt/n7+8Pf39/pYsnmbudWFP+PYnrGY57eC6n3EFUiD98vO/F/9m5Rqw/flX2RRbllN+6fCnlDl5rV8Xqa4wmE4bO2Yu1x65iYKuKVl+z9dR1RIUGyFo2+Yf/iX+PkHvV8zN2it/wfWevZ+LRKZux74NO6PfTDkSGSD+/ba2nku+wiLWV8mXnGfHEdOXmuDjbEKOlS42jiqOUq8DnK48Lfu1fey7i8Qal4XW/a1ZvLa5SK4jWPu3i/Zcxb/dFzNt9Eb3jyoje5rX0LMzbfQF94srIfp1Tlu1mKiHzbMUcOvo6ytyLFmsYWgn0nCWk/Ho/5t2mp6pixYqIiYnB2rVrCx5LS0vDjh070Lx5cxVLpm1LD1zGoNm7kXbXteu4OIqJ/j2WjM0nr6PFxH/x3M8PKtiT15zAoF/3KFw6eXy2wnalzQRg7bGrAIBfbWSDeuanHej41QbJ5VCy/if3pvOz4ckxpOmzlcdw5EoaNpxwPktjvomF5uDYC1jM5+EsP3QFf9lpyT/v4tTbQujptp2Xp1zQZe6t+fstEgg4ImS/rqwfOdrV4cup+GHjaeSIGIYsdf7P4F934/OVx9F/5i5J25HDooRLGDR7N37ceAYJDuZy2rueOturuf9CCjp8sd7m81az/5k9uPZoMm4IaKTUG1XXqdLThVCA7FwjPlxyBOuOX1W7KHbp/WvXVU9VRkYGTp16MKn57NmzSEhIQEREBMqVK4fhw4fjo48+wkMPPYSKFSvigw8+QGxsLHr27KleoWWiVL146Jx9AICp/57CqEdqKLSXe0wmk+AW3mnrTyM8yA8AsO3Mg7UNFiXYX6xWKLVXa3clRz0WUlrdnXmrvff0/XE7vuvX0OnymHMmAYpQ9npQzOeZJadl4a35+3FCxLwhoax9j7sTxc3tUpvj4X32n19hI8tZ/u8jZ8vu3vMp6NOorOzblUpsUW5lZuM/8xLwZKOyeKTOvVEd3b65twaaj5cXXrTSc+6oUu+MvfdTlh8ROLfwRkaWw4DHnn3nb+HX7ecwskv1Ij1j+dn+Vh1Jdrgde/NINzrZgDPwl11W12XKP8etfdfmjw38ZTeiQ7U/4oakkTJXbs6Oc5ix5SxmbDmLxIndZCyVcHrr4XeGroKq3bt3o3379gV/jxgxAgDwwgsvYNasWXjnnXeQmZmJQYMGISUlBa1atcKKFSsQEKCnoQXWKX0LVyKVt7k5O87jq9UnMPvFJqgZGyroPUrWW45eUTfdtPlnU3psfFLagwuxtUvanB3nnd62M4v/Ovpd3/3LiRT7GvfDxjOyb9Pa92g+nFAP9y9Ja1QJeLO9XkrxgZHw1xf+6nMc9Ki50mcrj2P98WtYf/xakcqVVpOnAPeGVUtJ6NPru60A7gWVMwc0cXo70uc3F31/Zpb4Rr7C943kNPfrqVKTds7YB1LvOD+i6FKK8kuNOKKlxiil6Gr4X7t27WAymYr8N2vWLAD3ouAPP/wQSUlJuHv3LtasWYOqVauqW2idSBaZwW7/hRScuyE8bet7fx/E9Yx7rfZC3KuEyH8C/rotEZlZuejpwoUOrTFq6OIiJvtaYUpU3NNFrGWlRfsvpqpdBMkysnLRedIGRTM15uQZbVbiR/yZAMD5hpX8iu9lOxUJZ8/Av/ddxDGRa4BlZOXCaDQh3Ylh1j9vPiv6Pea+/fckZpsNMb6ZaftaP3/PRUxZW3RdOymn+crDSZi70/mGm3xyZUhNlDi0WM5r3onkdHyw8JDN5T2uZ2TZrIhq6BbintzsC3azj6NZugqqSDlihi1cSrmDHlO3oO3n60XvR2gwkXAhRZGLwAeLDmPM4sPyb1gk84+m58yOei67FO5yg8pvmCrsjx3ncSI5A9PWS1sk155f7CygvGDfJVxNv2u3F9de5bZg+J+zhYPt4P4/fzo3b+at+ftRZ+wqbHGQ9KSw8UuPOLW/fF+sOmH3+Qoj/7H4+8vVRV8v5Xsc/OsejFxwUFQjnJYV6Z0XeQlcc/TBEMOuX2/Cr9utz6kFgE+WHcNXhX6Pvj9st7uAsJIupdzBN2tPuuX8rcK0comX6x6rhc/jCcP/GFSRaKeuOr8aupiTSqmLwHqNTdR0dvifM5cn2a9pGrlGtv3cdmpsd7JLxjlTJpMJz/28E49P21pkkVtXZNfccdb+Z3F0nZEa2Drz/g+XCA9w8tP651uw7xIA4ItVRRPYuEuQbs+t28J76XLzjFh9JBm3BA5Ln7ruFL5ec6+HbcHei+gxdYvNhZNdecm6lZlttXdy5/1jP0/AeTbl31MWd4htZ27gmZ92qFJJfvqHbfhq9YmCOWhKU/O08IRz0tU4/I9IRW59Aqr02USPu3dQA3FmTpUShKQylpNaH9t8PSypZcjKNWLzqevYdz6lYEFd4N6haS/Ql+u8dFT8Z37cIXkf9orqTGNG/gLWQjw6ZbPo7buCMz/fvN2uXb/xh01n8PLs3ej1neNh2hlZufh85XFMWnMCNzKyMGLefuy/kIKP/jlq/Q0Szxsx512D8atRZ+yqIo/bCvhEcfEtxGg04cLNe+V2tMSEXApfa/KMJlwTOVXB6X1rom9HPu5cndISBlU6MUADaWfzyXFRE3JjcudrgIaX2RLFmfpJbp4Jd23MIdCLmVsSVdmveXp2OW+SQiuKC/ddQv0PV2OHWUZOZwkJyO19RrvD/xQ4v7JztXnSSkm3ITRANl8eIin1LpLT7A/NlOqfA1cACJv/ZL7IunkPa6ZCczNVGfJs5XdydaXf1YF1YS/P3o2nf9iGxh+vKejpU5JWghC5GvDcLUjUKgZVOnGw0FASNUVJWEw1//og5IKllYuaI2qVU6neEqFDbgD76YVtOZ6cjtpjVuo+sHIn9o7h7zecLqh8D/8zAal3cmRZW0hqw4qrh/+JWadKL+wl7Ll46zaS04qmcH50ymY0/WSt6CGiSvUw2PodbR1ezlw2M8wCtAdpzoV//sLDa+Xg6vvOPwevFPzbVT315p9x9ZFk7Eq8BQD4ZVuiawpAsuKcKlKPBxx8jlhLaqGFtKBy0PLQRou1fwoVM/V2DiYsezCsxtmLZK7RhJPJzs/NI8fkuoFNWH4MKw5Zrgd1JycPi/dLWzNOyaGj+Zu2lxgnK1eebHL29q82R9kGbWWqzMjKRatP16HpJ2ttBgS3RaYBf3n2bsGvFXN5tEz6Y/ZvGz+CM+dF7TErC/798+aziJ+0ET2nbkGe0SSo50rq1d4Vcxy1yOb564KvQ8O3aKdo4fNoud4jFwZV5FL59zNnKh1JEha+M2dtkUVXM79HOnOdmbzmhNPrkvwqoZVv3NLD+N5szSWN1B09Vp7RhF2JNxW/WZ27WXQY1rA/9knbqJCDR0PD/7TK3mdt/PGaIo8JSet+xazx6tBl64GX/cyM0q4MTv98Bqv/tHDeyrEs1vHkdOy/mIrjSekuGVZ1+HLRpQc84RBXNVGFivsm/WJQpVWeVCsQKM2JNV5cwZn6g9Rfd/KaomvJCPXBosM4cDHF5vMmW02/AA5fKnRzZ1SlqsrvLUOf6dvQ8/7Cpnoi5NCxtzYRL5H37Dt/y+rjRqMJd3OKfn/bz4ibj5Jj4zewmwTEhT+O+b7Me41sXZezc42SFjw3J/TaX/j7kOPrUbPV32S6NzxUqMTr+kunr5VeFVuHmNhGZq18HnfHoIo0y1OuAWoMFXK2l6swoUO4rK1Rw4mz8tl/IUXSUgfmlPxdrqbfxbpjV2E0mgQdOwkXUiTtzxOuIbYWIn7j/gLKzrBMZmH9NVKStWTlumI+pe3j69t/nW+UMnfuxm1Bw/8yCiXNkOMcc/WhXTjDqpjlBZ792blMnrZH/7nXiZ1nNFk0GptMJuw9fwu3s20nW/l58xmbz1njXt+YdjGoItGknJxiAgihCwXrkXmrkRof01umM1/oz2ltoWg3/nlV0fGrDRZ/a7ETsc1n6zBg1i4s2n/JqSQn5gpfS/S2uKzSx/8SCXPeZpktzGxrTaI7EhLN/LDBfoVQSKt650kbsHj/Zcs5VQbr/y7scupd9Ppui+QMga/8tkfQuof1P1wtaT/WuPr6ueecZY+omN/ffMkGMdQMnmz10Cqh59QtqDt2VUGq/d93nMfj3221u6yEJ9w/9di7xqBKq7Qy01lDtHp+LTuY5NKTX465ZXIlMZCymWd+3C5LGUg6R5UXua5G+cPRNhy/Jn3eTaEia2ldKLGZ7pRMmuEM8+FxQpMD5RlNBUktHP221uYIiXUiOQPD/thncRxYJKpw8P5951Pw2/ZzkstxQ0S2VDkJvQ/k5BkxYl6CxXIMzmhSMULS+52h5j3/9DXXNdLkZ3deeT8hUP56hPZ66sXmLtFq/cndMKgi0VwV7unlIvDV6hNYXig7miPmn01sZqcPFh0S9XprzttZ/2X98av4es1JmEwmh7+1lDVbMl28YC85T4k2Hrk3mX73Qa+D2peOV37b6/A15t/pq7/tUbA0ysszmtDpqw145JtNdhuYZm9LtJqmXQpbDQJCjtlslYLZ5LQspN6WNkc4ycH3eD3jXmD/995LWLD3Et6av9/hNq0NN0tKvYsLN2/D38f11UVbx5Je6gbOsjimbRzIYnvxtDBk8qbEY14PGFSRaJKG/4moShW+CGi58+5/IlsBpVzg5FjvJSzQ1+Zzq44kY9KaE1h1JLlIKQuX20uGK4geu/j15ufNZzW1LpjBYJAcVQmZb6WXI2uHCxYzVdL4pUdw5nomjiWlF5l7Y270osN4YrrjpCqiLgkW9c8HB5WQOXtq3VMmLj+Geh+uUnQf7/99r/Ht5u0HPWmjFhy0+56ECykYvehQQe+kyWRCswlr0fqzdYotpmyPp94ajAJifbHfjRa+y/0XUnBIQ2uuKoFBFcni122J+HnzWcGvF3Iv09PSHGuPXRV105Gy7ogcX0tseKDD11wRMOxH+hAuHf3IOmP+04xfegTfrBU2OT8zKw85uYUaNOycsXlGE/acuykq+YAByq5TRa5lPgcLsH9eX7jp+LribKOT5TpVAl7vxsfgisNJGDEvAZfM5jP9sfO83d/mmR93YPa2cxg4697i3ua3qSsyLWkihp7qAPZcuHkbM7ecxR2BozOEzCcXe+/Uylc5b/cFu8/rvU7AoEqrdHRg3c3JwweLDmP80iMFQw4ccebTaf0rETNmfeq/p5zeT8pt6WP45bpwuW+VxP3sLjTR3JZXftuDSWtOCN7uN2tPove0bXh9jvB1qwwGg+REFfbo/cZsz34HPXQrD4sbiiy3q+lZNjMS5suT8fdx319augV7L+HXQvPGmk/4F9tO37D7vvzfzzxZg7NBla3Fo4W4mSlPllq1dZ60EeOWHMGnK47ZfZ2YIN+Vc77kJOayr8dzm0EViXar0MTcPLOLpqOWGFENgzo7o8T0PkmZT3TOznwoV5OjodeN67+qEvPbSPkN8nuoVx1JFvyee6P/lIuq8isnQjKzqUXMd34jI6ugJ7DH1C12Xzv4V3XnZ7X/Yr3D16x2cKyI+W7MsxxaZv/T7vA/NSWl3UXfH7cLOjfsfT+2Epj8ve8iXv1tD75ecxKZWbkYLGG+4C/brCcS0ds9Iz9T4vYz9oPZfEI+3+ZT1wHcmx+99MBlhw1JWvnOjlyxn6RG773HPmoXgGzQ8IF1OdW59KjmhHy6M2YLBm44cQ0vzNgpeb9quJ2dazGJXguEXl/FJqrYc+4mykYEISokQFg5NHKh1yOpvTFi3q5IogqFL3HnbmRi08nryu7EReI+WoPYsABsHfWw2kVR3M6zN3FSxJprH/1ztODfFov/CnivkoG91m04cQ3tqkXZfY297+eMjZ6S//x5LyHG8kNJuHU722EATUWZD/9zdIS2+XwdACDvaRN61C9t55XauNnuShQ2YkKvGFSRaLViwyz+VqpyZD6UUA8Bla1KbtNP1mouqFqUcMnha/JMji/D5kO4diXeRJ/p2wAAiRO7SSgdyUHugPVqunxzKgxQtkXyatpdtP1c+HBEV3I2nfhlEcOvNp645tQ+1HY55Q6e/H6b8xsQeUhpuO1ScY6uDwv3XcIUgYsk383Jw7GkdNQtbVk3KDzXTiyDQfp1zGQyqdr7sVlEw05+MZ35yLsTb9kNqvTSgKn3odsc/keSmbdmOTofPPEeprWACgAWJzheGHT80iPY6SArmfnNassp8b0CJmil/Ux/HFUUHNUjxCYDGDhrt/XtOHETXHf8mqIV2qNX7M/pUVN2rhEZWbmKLm7+vA4aoayROrR55pYHyZI2C7geeeL9SKjhfyYInrcz6Nc96Dl1C37abH9RZ7FsnSJCr13zdl9Aw/GrBWUKVcqzPz9YwFdocKdEYOHqWGXn2Zs4c014j7O7YFBFknlya5+nM//tdd7A5HbELV/g2EEbqXBtvddexeB6RpakCeyOaH2C+8j/HdDUYsXuYvKaBz0rKWZr4thKzMB7lzzye0Z/2Sp9MWUhDl68dy0ymUx21xp7568DuHU7B0N+d7xunJYocWXccVbYfC45nL2eiSe/34YOX26QtB091ikYVJGsHLYg8S7mVix6KVUsBxV16LJ864GIHT6z4cQ11P9wNVbYWRR77i77qXWlWHdc28Pflh644tT79D40xhG5FyitMPIfbDhxDf1nWu+58+Q5VWevS88eZ54kxJXyh8IOnbMPtcaskGXtRldwPEf5HvPTXK4qU6ILE1ydSHZ+pIDeE1UwqNIovR5Wbn7PdxvOZB80mUw4kWzZnW9x/XPixzeZTG5fUVSK2GxPha8pohJV2Hj8ekaW1cVeX5ixE6l3cvCKhMxfVJTbnyoKfL4XZuy0udk7OXkee/3ZIMO8u9f/2IdUsx5BV7qSegf/HLyCnDwTFuy1v5yJVn5jR/FCfgZhrZTXWZ68BiGDKo1ydErdzXE+Jbecxi89ghtmKdb1fSkge5ZYaV3PX1jy1NUMfCNh7S1Snr1z09mbuJD02SQfd7++Kvb5bGz4q9Un8N+Fh5Taq0eYvvF0wb9dGQw0n/Dvg/06eO3l1Lt4fsZORYccy2HckiP4efNZtz/P7dF9QKl2Acg53b7ZpHYRANxbo+atefsL/tb7CSHFR/8cxYWb2llDSm57EosmrVhxf6HRjl85N3aaiSpcZ+fZmw4X/RRLi0lY3Jm7Xl8v31/zaOkBZYaT2RtWOGfHeUX26SmmrT/t+EUasPHENey7oP103uOXHhGVUp20hUGVToUG+qpdhAK2JrB7otafrbP4O0/jLWNiKDHWOfWOOkNH3IEzv0ffH7cX/Nt9jkzP4a6/WYuJ/2L/hRT8sVO5eXakPCmL2rtCnu2cFi4h9JKt97YT2WoKOvweGFTpVEyosMVVXcEiA5yj1ypaEu2p/N4ytYsgGzFrjly8JazHrtFHayzSIJNwcvZaODxvPe3E1Si9V7bsyV/jTgnu/L1pidYbydS+jglNjGJ+vCaJWJ9OKC039jJRBSlCT4eV+aTEUQsOWizaW1j+S3V+3pADrT5d5/hF932y7JiCJSE5fLbiuORtuOvQNVfabWUIrrvIttONcFriejc88kiKJ6dvw6DZ1tfpU4L5tVLMot9C1Rm7EuOXHpF9u8SgSre0FJSk333QOrXz7E288useh4vGJqXqIwUqOaaVpCkkTO79yqv5jdtRvHNH4m+ccCEFjT5aI2kbBDzz0w7HL3IzXSZvxMMS17sh645cTlO7CKoT0tizM/EmVh1JlrwvofU2qYHUr9vPodd3W3DLLImYudvZefh5s3IjRDae1PaSFkpiUEWSFe5J3n3uFp783v5QjpAAHwVLRK5kvuBmYROWHUXXr7WRVMXdnHKy9b7Kf5fjVmY2Ei6kyFsg3GtgycotGoC9+tseiyyhREIdS3J+zZt87CW17hGNJLySQ57RhAEzd2LC8qOC3zNry1k0+WQtTl2VfowJoWRbuHkylg8WHsK+8yn4dp06GXlnb3uwCHRymvw9bVrGoEqj3PUWkH9RKebvrWo5SD7rjl21+dz3G8/g6BW2hirht+3OZy1rMH41nvvZ+oKoUtQZuwotJ/5b5PFcK2P421eLlH3/enbuhvTFWMk6d72f0gPbTt/AuuPX8P2GM4LfM3bJEVxLz8L7bpRWP+X2g8Yra2sIyi3HQfaPpp+sdXrbci8G7goMqkiQpNS7GDEvAQcupqhdFCKSWa5RvrRY1zOK9khZ6ygI8mNvtblxSzjHQSnsqHJ/jir3AHD6aobV+XlCL393JAYphYdRX0vPwsBZuyRtM19+Eox2Ll47cPmhJKfel5x21+78e73iXY0EGTEvAVtP38CCvZfwy4tNnN6O3jO7UFE5MlbISR0/bVI6AyNrtY5k5/I8InKaWdXiZHI6HooOKfKSkQsOAgDeePgh9GlUpuBxoT0iNUavwOwXm2D7mRso5u+DIe2riCriiWTLgG780iNYa2ekhxj5nyHltjIZGI1GE16avRtligdaPO7MnOrMrNyCHqzTnzwCb697P16Fkf9IL6jKGFRplKPQ4+gV14wBzrdV5kVDyX2cucZhS3on96LAhVnrKZCa/IKIKJ95nanTpI1InNjN5mu/XnsSc3Y6N3z6+RkPhk2/3LoS/HycH/B1NV3p+UbyNWYduJSKf60FgIV2ISRd+77zKQX/Tr2Tg4hifoot/O1qHP6nU2evy1+RvXDzttUTIlWBlg8OxyDyHNZOd6s3aCIikUwm8aNgrqWrP/RM6nJRqx1kJPxj5wXZGsxyBa6cvPf8LYevsVjb9H5l8MeNwufCaRmDKh07dClV1u21/mwd3pi7r8jjL/5iOeaXmZRIiM9WcP0pAn7adAa3s3PVLgYRubHCIZWY4bTOVmmkzmYwSoyqXhawdlbfH7dL2odYQua2mX9t6Xfv3Rv2Xyxan9VjVZNBlY49OmWz7NtceuBKkcf2nHPc8iAWp1a5v+/Wn1a7CCSQkkPxPvrnKO7mcL6QI5tPXee6QUQy+WVrouDXOlt3l1qNMcoYNWTlGAX3JjljyX7rw/MKz0cT8pHMl2F55bc9ksqlNQyqSDQpySZu3M/2oscWCCJ3dZNrSGmCO60bRORKhaslHy8Tvl6Vsw3Hs7YmSspgJ2T+kVDz91xElf8ul217hf1itvaUPUICxZ2JNwv+bW8dOj2ubcigikSTMvwv8cZtJF7PVCxDDREREXkOE0wFKcVd6aN/juJFCSnRrQ15c6Vnf9phd16WyWTCh0uOYPa2RMHbdKZ6aCvrX8evNuDirdviN6giBlXkcu2+WI9/DhYdZkhEREQkxmcrjsuyneS0u6IbjQ+oHBhJsfnUdbvzsiYsP4YZW85i9KLDNl9T+OuSc0gjAKw7fk3W7SmNKdXdjMlk4lpQRERE5DFmbJG21t6jUzbh0KV7cxo/6llbjiJpxuhFh5x63w8CMvLN2pqIp5uUA3Cv/unpUzvYU6VzSakP1jk4mZyOuI/W4KdN7pGakoiIiMgRqUs05AdUAPD+QnFBiNYzIs8WOB/KGeZzol6ctQsDJAyHdAcMqnSu2YS1BSf0+wsP4WZmNj76R/gETUe0frEgIiIiUsvKw/bXi/IUehuqpwQGVRolZgTfE9O33et2lWnf5248WFj4732XZNoqERERkXu5nHJH7SJIkr+m1/kbtyWvneXpGFS5gT3nbmHpgSvYefam4xcL0Pbz9TCZTMjKzcOIeftl2SYRERGRu5E7OYOrVX1/OcYuPow2n69DpfeWqV0cXWNQpVFiz9GPHQz5MxpNGLXgAP7YeV7Q9iqOWoaTyRniCkFERETkoe7m5GHDiWsYMHMn3p5ftFH66BVtLvA9S8Riya6kt7RrTgVVKSkp+OmnnzBq1CjcvHmvd2Tv3r24dIlDxdTSoUaUxd+F50K9NX8//th5AaMWHETqnRxBc6UenbLZ6uP6bpMhIiIikkee0YTcPCMW7L2I6h+swAszdmLd8WuYv+dikdfO2CwtS6FW5Q8h9HSiU6ofOHAAHTt2RFhYGBITE/Hyyy8jIiICCxYswPnz5zF79mwlykkOzNlh2QP15rz9GPlIdXyw8BB6NyyDBWZzo+qNW4UutWIw/bk4p/b19ZqTkspKRERE5A4mLD+GqetOIe1ursPX6mHFG6PRBC8vcQWVb1a/vonuqRoxYgT69++PkydPIiAgoODxRx55BBs3bpS1cOS8Bfsu4fmfd2Ll4WQM+nVPkedXHE7C3/uKtqIIkXAhRWLpiIiIiNyDkIAKALzuR1W3s4W9Xg2/C5wmQkWJ7qnatWsXvv/++yKPly5dGklJSbIUiuRpzTBfP8Ca//zJJBRERERErmAwAJ+vPIap606rXRSbPlh4SPTcr7Q72g0SXUl0UOXv74+0tKJf9okTJxAZGSlLoYiIiIiI3MkfOy+oXQRBCk8psWfEnwkWU0w8mejhf4899hg+/PBD5OTkAAAMBgPOnz+Pd999F71795a9gEREREREpD0MqB4QHVR9+eWXyMjIQFRUFO7cuYO2bduiSpUqCAkJwccff6xEGYmIiIiIiDRL9PC/sLAwrF69Gps3b8aBAweQkZGBhg0bomPHjkqUj4iIiIiIPIwesiWaEx1U5WvVqhVatWolZ1mIiIiIiIh0R1BQ9c033wje4LBhw5wuDD1g0N060kREREREnklQUDVp0iSLv69du4bbt28jPDwcAJCSkoKgoCBERUUxqCIiIiIiIklMOltTWFCiirNnzxb89/HHH6N+/fo4evQobt68iZs3b+Lo0aNo2LAhxo8fr3R5iYiIiIjIzeksphKf/e+DDz7AlClTUK1atYLHqlWrhkmTJuH999+XtXCeTG+T84iIiIiIPJXooOrKlSvIzS26cnJeXh6Sk5NlKRQREREREZFeiA6qHn74YQwePBh79+4teGzPnj149dVXmVadiIiIiIik09mkKtFB1YwZMxATE4NGjRrB398f/v7+aNKkCaKjo/HTTz8pUUYiIiIiIvIg+gqpnFinKjIyEsuWLcOJEydw7NgxAED16tVRtWpV2QvnyXQWnBMREREReSynF/+tWrUqAykFpd3NUbsIRERERESq0FsHg+ig6sUXX7T7/IwZM5wuDD1g1NuRREREREQkE5PO6sKig6pbt25Z/J2Tk4NDhw4hJSUFHTp0kK1gns4A5lQnIiIiItID0UHV33//XeQxo9GIV199FZUrV5alUAR4MaYiIiIiItIF0dn/rG7EywsjRozApEmT5NicZFOnTkWFChUQEBCApk2bYufOnWoXiYiIiIiIBNLX4D+ZgioAOH36tNVFgV3tzz//xIgRIzBmzBjs3bsX9erVQ3x8PK5evap20UQxsKeKiIiIiEgXRA//GzFihMXfJpMJV65cwT///IMXXnhBtoI566uvvsLLL7+MAQMGAACmT5+Of/75BzNmzMDIkSNVLp1wXoyqiIiIiMhD6SxPhfigat++fRZ/e3l5ITIyEl9++aXDzIBKy87Oxp49ezBq1KiCx7y8vNCxY0ds27bN6nuysrKQlZVV8HdaWpri5SQiIiIiIttuZmarXQRRRAdV69atU6Icsrh+/Try8vIQHR1t8Xh0dHTBQsWFTZgwAePGjXNF8YiIiIiISIBv153CW/HV1C6GYKLnVHXo0AEpKSlFHk9LS9NlSvVRo0YhNTW14L8LFy6oXSQiIiIiItIR0T1V69evR3Z20e64u3fvYtOmTbIUylklS5aEt7c3kpOTLR5PTk5GTEyM1ff4+/vD39/fFcUjIiIiIiI3JDioOnDgQMG/jxw5gqSkpIK/8/LysGLFCpQuXVre0onk5+eHuLg4rF27Fj179gRwbw2ttWvXYujQoaqWjYiIiIiI3JPgoKp+/fowGAwwGAxWh/kFBgZiypQpshbOGSNGjMALL7yARo0aoUmTJpg8eTIyMzMLsgESERERERHJSXBQdfbsWZhMJlSqVAk7d+5EZGRkwXN+fn6IioqCt7e3IoUU46mnnsK1a9cwevRoJCUloX79+lixYkWR5BVap7c0kkREREREnkpwUFW+fHkA94bTad3QoUM53I+IiIiIiFxCUFC1ePFidO3aFb6+vli8eLHd1z722GOyFIyIiIiIiEgPBAVVPXv2RFJSEqKiogoSQFhjMBiQl5cnV9k8mgkc/0dEREREpAeCgirzIX96GP7nDjinioiIiIhIH0Qv/kuucfJqhtpFICIiIiJSRcNy4WoXQRRBPVXffPON4A0OGzbM6cLQA4G+6mdSJCIiIiJSg1Fno7YEBVWTJk0StDGDwcCgSiZPNS6LX7efU7sYREREREQuZ9LZXBhBQdXZs2eVLgcV4u/DkZlERERE5JkiQwLULoIokmruJpNJd1GkXlSJCla7CEREREREqigV5gFB1c8//4zatWsjICAAAQEBqF27Nn766Se5y+bRDAaD2kUgIiIiIlKFUWcdN6KDqtGjR+ONN95A9+7dMX/+fMyfPx/du3fHf/7zH4wePVqJMpITfn6hkdpFICIiIiJyir5CKoFzqsxNmzYNP/74I/r27Vvw2GOPPYa6devi9ddfx4cffihrAck5D9eIVrsIRERERERO0VlHlfieqpycHDRqVLQXJC4uDrm5ubIUisTrWjtG7SIQERERkc5FhfgLet2nvesoXBJ9RVWig6rnnnsO06ZNK/L4Dz/8gH79+slSKJLHD8/FoW+Tsjg8Lh6VI4sVPP77S03RpZawICzIj+tlEREREdlzeFy8oNeFBfoqXBJpXmpVEdtHPSzotd3qxuLPQc2QMLqTImVx+54q4EGiipdeegkvvfQS6tSpgx9//BFeXl4YMWJEwX+krs61YjDh8boo5u+Df4a1Lni8TpkwTH8uDv2alnO4jX/fbKdgCYmIiIj0r5i/D0qHB9p9TenwQMx/pbmLSuScF1pUgJeXsGRpBgBNK5VAeJCfImXRW1Alek7VoUOH0LBhQwDA6dOnAQAlS5ZEyZIlcejQoYLXMXuder56sl6RxwJ8vbFsWGvkGU0IDbjXSvJ+t5r4fcd5u9vy4nJZRERERKI0qxSB7WduWjxmMABVo0Mwqmt1TFh+TKWS2Vc2Ikjwa5Wu6g/v9JCyO5CZ6KBq3bp1SpSDJDI/sB9vWMbqa2rGhlr8HWhnaN/jDUsjLNAX/t4c/kdERERkTbNKEahY8t7aotViQnAp5Q4A4PMn6qH1Z5Z15vy6WoCve9StDFA2qioVZr/nT2tEB1XkGb56sr7aRSAiIiJy6NeBTfDczztV2ffcQQ+G803sXQeTVp/AM03KW31tfhBi0tu4NgE+610XSw5cRrC/D5YfSlK7OKoQHVTdvXsXU6ZMwbp163D16lUYjUaL5/fu3Stb4UgdX/YpOnyQiIiISItaVSkp6f3/faQGPl52VHI5okICMOHxugCA7FxjkefNk4bJ5a3OVfHFqhOyb1cI81FSTzYuiycbl8WQ3z03DhAdVA0cOBCrVq3CE088gSZNmnDulEZ0rBGNZQeTEB4kPatM7zjrwweFCvb3QUYW0+sTERGR8grXRcuXCMK5G7cFv//lNpXwcptKOHcjE8WL+aHDFxtwPSNLUpn8fCwnpT/esDRGdqnu8H1NK0Zgx9mbDl+Xr1/T8g6DqmXDWuORbzYJ3iY5R3RQtXTpUixbtgwtW7ZUojzkpF4NSiMyxB81S4U6frHCPu1dF0PmeG5LBREREanH2eb+8iXu9SRNfaYBnvphu3wFgvBpFVWjQ0QFVY4c+TAe528WDTAfigpGhZLFsPpIMrrUisGKw/IM2TPpbG0pOYkOqkqXLo2QkBAlykISGAwGtH4oUu1iAACaVorAmO418cPGM7iSelft4hAREZEHkTqKKshP2ZQDcoYdxfztlzXIz8dqavLVI9oCAFLv5ODI5TTZgipPJjph9pdffol3330X586dU6I8pEGO1l0w92jdUigZ7I8BLStiUJtKVl+j/ArcRERERNrkTJ6KjjWirT5eeJih2P2FBfo63bvEGUCWRAdVjRo1wt27d1GpUiWEhIQgIiLC4j9yvRaVSyi6fTFZakqFBTh8zVONHS86TJ6jbpkwtYtADrSrpo1ecCKifLVibU930HNd31aA06BcuOzbFGto+yqSt7FkaCtBrysuQ44AVxPdv9m3b19cunQJn3zyCaKjo5moQmUJozsVLOZLpEdVooJx4GKq2sUgIiIdiStfHP/tVgMxoY4bc8VSq2pbqaTt7IBGY9HAKCxQWP1PrgzuLaqUwLfrThX87cw6VXXMGlJLFPPDjcxsq6/z99HfWl6ig6qtW7di27ZtqFePabe1IDzIT/F9iDkX3XDpBVKY0JsCERFRvjc7VUOYrd4MFwVFI7s6zuYnip1yp97JKfLYhrfbybt/kawFn2LqgW/FV8OoBQcFb1vrRA//q169Ou7cuaNEWUhltWJDrV4g0u8KT4+ux5PAndUvG652ERwqUzxI7SKQTCrZWINFjiEj5B6kDGEiMhcaaLtfYJLATHtSzBzQGK+0rezUe23FHfaqUMWLFW1EF9qwXjjQ6VzT+vwsxxty7m225FnpfcvnpcMKpeigauLEiXjzzTexfv163LhxA2lpaRb/kX79M6y11QsE15wi8mzRIc4Pr/Hz9kLVGGaMJSJ52Zp+8uegZqingwZFa+xNqREzv70wo9l7Fw5pie+fi3P4nvE9ajl8jdSwx2jnM+kwphIfVHXp0gXbtm3Dww8/jKioKBQvXhzFixdHeHg4ihcvrkQZyYY6pV0zwd/HS4dHNgEAGpXnOUnSCR7iYuX+eGBsZ/h5i77VkJMq2+gtBIA/Xm7mwpJYp5Uh4qc/eQTr32qndjFIAV4uqrOESxi6vuec9XWoDLB9jpg/Xj0mBAuHCF8v1nyTPl6GIsFblJWGs+eaV8CzzZRNLObr7WWz10yPPVWi51StW7fO5nMHD1ofF0nKCPR1zSS+iGJ+uJoubGVxJi7RFl8BqVaJHLE27ESIF1tWRIDI69T4nrXxwcJDTu2PAB8v2+d8c4Uzxcrtibgy+GvPRdm32/qhkvD2MqBEsPJzksk9DetQBQ3KOd9oWT0mFMsOilsXynyk3Hf9GqJSZHCR15QvEYRzN4ou9GveI+RtJeisEhWMT3vXKRJcje9RG883r4DOkzZaLZOzdb43O1XFppPX0atBaWRm5WLVkWQr23Zq06oSXeNq27atxX8NGzbE8ePH8fbbb+ONN95Qooxki4sOuKhQf9fsiIh0rXCPVp0ytlMe2/Jcs/JyFUc36pUNx4LXWqhdDJcQ01FVJapopVGqYQ8/hB+fbwSAjYDupmLJYvD1NqB2rPVRPC+3rijLft7pUg0jOleTtI3XO1RB93qxmNK3gcXj9g5J87TotnpxvG08bp450FpQBdxb7qZ99ahC5TGgarTZ8G2Jp0zP+rEAgNcffgjzXmmOAF9vvNCiAiY8XnT9Uj2enU43Y2/cuBEvvPACSpUqhS+++AIdOnTA9u3b5SwbOeCqA25K34Yu2hPJTStDbezR44XTnYQF+uLFlvJUNjrXikHC6E4Ff5eLsD0UjR54sWUFNJTQ6m0u8UamLNvJF+FkL6UclLg2eBlgtff0iz7MaJzPVaNg5Lb6P21wcGw8Av2sl79wEB1k43WOyDGc2WAwYErfBuheL9bycTtHvfn9XGx7gHkvl6RhdYXqFNa2ZK/eMeHxukUe8/X2Qt8m5XBoXDzejn8QrOpx+J+oIyMpKQkTJ07EQw89hD59+iA0NBRZWVlYuHAhJk6ciMaNGytVTrKia+0Yl+ynYslieKpRWZfsi7RLyKrtpJ6q0c616u/7oBP6NpHv/A4P8sNfrzTH50/URZyNOX1/vdJc8PZCAkSPUvdoWblGWbdnXq15tG4p6Ru0UuM6OLYzZg5ojH/fbCt6c7vf7yjq9dXMWt3NP5u9XrEn4sp41HGow7osAMDH28vucOPClfQgP+39pgaDsN5ce8FXn7gyRR4zH/4n55QzsceKrYAXAIL9fVCz1IPRDc10NlwZEBFUde/eHdWqVcOBAwcwefJkXL58GVOmTFGybGTHxMfr4LnmFVy2vzc7V0W5iCC806Vol/ciEZMlPY3sa1iIJNcq6gAQ4q+9GxA98M+w1k69T4lJ3Y0qRKCPnYaYRhUiBG9r7QjxFW1PtvT1VrJur3OtB413YhLf/DPMejkOXy6aJTgkwBftq0UVmSOSk+c4QCwZLG54unml27xCaOss+KRXHXz+RF2P6lGvpoNsnd3qOA7wSxTqZR3UppJSxZHNE1YConzm2f9sBjMG4PM+9XDio67oWjsG4x67l8FPyPA/uUiqd5gVLU6m3ntXEhxULV++HAMHDsS4cePQrVs3eHvrs3vYXXSoHqX4iWEuKjQAG99pj9faWa43M7N/Y4vUpZ504xEiKkTl+WgyDv+z1wI4tntN+XZETrE1ll4L2lWLFPS6tlWLvi5S7XPIBeSc21MlKhiJE7th+6iHZdneB4/WcOp9tWzMa8m1sy4NcC+JRL5LKXed2ndhUnrZn2lazubvo/fsqtbONwCoVybctQVxwtR+jqcl/DqwqcXfag5lFWqAnaHY5meOo0uGn48Xpj0bhxdaVAAA5Jkcz8dyhqNrlyf18AIigqrNmzcjPT0dcXFxaNq0Kb799ltcv35dybKRRr3f7d5NdkrfBkUmNZIltccEu2JKVXytaPSXMCdHw7GArmj5ewzw9S5IDmCPkLVTyL784yAmLACJE7tJ3p75ECk51v7ZOrKD3eefNOvhLF9CnoXBzRefNm9FNx9CZX7+dLnfO1fdQY9NbRcta6KU6c+69/lWMzYUHWvYrqPYu2aqdT2111hutOipEldAizlVCjfIm59Xez/oZOeVDraj4XuaLYKDqmbNmuHHH3/ElStXMHjwYMydOxexsbEwGo1YvXo10tPTlSwnFabiwfZS60o4Nr5LkQmWVJQeLwq22Fp48NG6PA60QKlMZh/3qi3LdoTcx631hnpChjatf8JN77TH7y81lZRCOl9seCB+f+lBD8LTjS2HiZpfZZ6IKwN/medyViz5YIiheSXVvNL5arvKmNG/Ef4c/GDun7sdh0tfb2UnoYOLC6MgJZI11YwVn9VUDCHrVImNi0wKzamyui+zs1jsCIrmlfQ3j8qc6KtVsWLF8OKLL2Lz5s04ePAg3nzzTUycOBFRUVF47LHHlCgjaZDYtWdIHVJWYHcVN7p/u6WKJZnBz1XMe1ScZW8Cu7PKRgShZZWSjl9YyN+vtcArbSujd0Pb80Qm9rbMBmZ+zSoZ7I9D4+JF79ealcPbYM5LTS2OZ/NeAfOKpo+3AR2qRyPMweKuao9EcNaLLSva7WUzwCA4w10FmXoT9WDl8Db49pkGaFFZ/LkgB4vhf4XO83pl7v2etuZkOVqnSitszXnUC0lNQNWqVcNnn32Gixcv4o8//pCrTKRnOjwJlFQ6PFDV/csZU7lbSy0JUypM3WPYnvkisghqWf6pZT6fyJoZ/R0PoRRDjtTQ9jQoVxwju1ZHgK/lfsRcSXytlPFhkcPOTaZ7yRdaOBEY2uPMOmxa8FZ8VbvPGwzAt880sPuafGKSzuhdtZgQVUdm2Mvg9/vLzfD7S00xuE1lq+81z/niyvm3nlZtkOWK6u3tjZ49e2Lx4sVybI70TPsdIy5l64bTTY7UxALI+XPoodeLnGMveYCa90RHiV4ae1CFDgDqWkkgUHjej61KjLWkBHJmB7VH7r30alhalu1YZv8zWP23NSuHt8GEx+ugRz15yuFqQlKJi2lE03DHh+p8vcV/Oc83t7EAup0TKdjfBy2rlLTZC2VUKFEFWeLCMzqlxBAPcp38NKfuoEYp6el3R6mcet7Tnblme8FYNe+/ZSM8Y2iR0Ou5tVc1KBfu8DWA9XXMXNVOIneDTOHNLX29FdpVi7SZZtvWMWz+vYsJMKvFhKBvk3KSJ/y7w/qPJhOw4e32ahfDpkfr3TsmyhQv2uNu79eTq471UJTw+2ON+2s01ShlvQfUMvufuPKZVAqqpIxw0WM9l0EVyUt/54AqSgb745W21rvptcrWxbGKiJuGLfG1XLOQtSfJH2MvxEN2Fg5W88YWa2f4rL31XPRGSh0n0sE6TX+/1gKD21TC8I73hnwNaFmh4DlX9T0bCy03Vb9cOPx8vPCQnQV3zfVtUs7i78Llrl06DLMGNEHnWtFW328rprMZbCl0yP/v1RYWf/v6aPOGWbhUJz/uavf1ZSOC8GyzcnZfI1UrJ4du9qxfGvMGN3d6HT+pxBxL5i+d0rdBkTmWgtapsiE7z+y9Ctf8PXlQC4MqcikhaZVJuBdsDRO4Tw8XN87VUoaYBBNa+wXmvNQU3evF2l3/TK6shPasGO7aipgz50LN2FD0a2q7QtugXHGMeqQGit1fvHv0o47XlHO2Apuv8NpihXuBgvx8cGBMZ6wY3qbIe61dsyY8XsciaYTNdU9Ffn8Gi3/bf6/Yn8Zadty4QutaabUl3mCwrMBbm9eWL/+3/ahnHYuAXW7ODlU1GAxoUjGi4PjJ7wWSeowLJWaIsvkx1r1eLN6Kr2bxvEVadJEHZFmznrpiAoZ/2pIlYEFuT8agSsNaVNZ3aklr9L5YopyC/aVnUBzXw37F0lVzJkhd43soN5xUjZi3RZWSmNK3AUrY6YXx91E2A+mjdUuheoy2EhHYChrEVGbNt2G00erSpbZzPcf587umPmO5MKu13QT4ejudhaxTzWhUKlkMfQr1Vordmq3v09PbeZxt6DIPEuvLsKaZucK9nc765cXGGNW1Or7pKywRh1TvdKmGUV2rY91b7Wy+ptL9BjBHSTCkpFQ3J+W9pcICnH+zSHo8Dz1rqWOd+W1gU2Rk56Ld5+txMzNbkX0UD/LFrds5imzbGj2eJErp37IiNp28jq61YzB2yRHZt18uIkjWnqpudUvhh41n5Nsgyea55hWKPCamYiTkpd3qlMI/B6+IKBW5inmAKeZ3t3V9eKpxWSRez0RLB9kIC1s0tCWSUu+ifAnLXtI8GS5E5h8rwNcba99sW+Szir2/2OzxkqEHScgWHJU3OtQfyWlZksviDKHHkfl3ZV5ZDwmQt3ppqwFArKiQAAx24dD7ID8fh/tb8FoL7Dl3y2oyme/6NcRrv+8FYHvhaiGkzMcCgEVDWuJqepaghiZPbsplT5WGeXkZEBpgfZ0MuYITuQ9+rQ5n0KJgfx/8Obg5+resqMj2Z7/YBM1kXEjvyUbuM4fFU9iauO8UDzu19TQstWxEEAa0rIBhHaqI6v2x9RF9vb3w/qM10b6a8NTlYYG+8PfxLhJQARB1o7HVu16uUNISa7+P2PuPs/NdXGnqMw0RZGORXmfUFTHX0pGY0AC82flBenbz7/PNztWsvMN5SlTU7f3+rjz9w4P88HCNaPhYGWbZwWz5gAs37xT8W+y8KKkxab2y4ehU0/qcRUeiQ+3P+3QnDKrIpRh0WVcy2E/W7VWPCUGFksUQXyta1Dw2fx/LS4LlBHFlfjuDgT2YSpnaryHOTngEh8bFY9d/O+KLPvUwopP9NWoKy+YYes2wdprkV5bGdK+FESIrss0qOt/oYt4T4efthb/srBkmpj5nq/I39ZmGiK8VXSTZgzlb1xFbgZqoXj3Br7Sv5P0hrRVLFhN0Re1WtxS+fy7O6f3NfrFJwb8/6VUHC+x8f/mEfivbRnWwSCYTaLZwq9AkJIJ5aPeHj1kjSeH13sS4k50nR3EEuZp21+LvNzvJG2BrGYMqIjdmMBgEty5N6dsAxz96kOXppVYV8aGCc3XM6SGhhl4ZDAYE+/sgMsQfT8SVwbCHHyrympJ25i4JXSC28HpJZFtMqPV5Ca5qXNgysgO+69fQqfWepj/bEDGhAZjZv3HBY18+WQ8PRdv+/fPsrIMmVNmIIHz/XKMiyR7MmX998TYyAQqh5O8wb3Az9G1SFr8MaOL4xfc1LOf8XGTzSnmnmtZ7Q5xVOCg1T2iRnxhFLvYylLoz89/LPD272EQVgTL2djqSkZUry3b0NFogH4MqIgJQNFuVq65n+rtsup/wINs9pfnDycxboa2p4qBlWm/3RyWLO7VfQ8cvUlDp8EA8UqeUU+vVdKldCtvfe9jmwubWyNFTJYT5x3m8oTaHK1eKDMaEx+uiXIkgwZXGYv4+ODa+C4Z3LNog4pDZLgpnZQRsnJcG112XC6+zZktrkfP75Na3iXprii0Z2grzBjdHeJDjDJi2VI4Ung1WqsKZZz0pYRaDKp2S64Ln8h4CJwvOFdtdz2RyzY3VBP1VuD1J/m/zTnw1m4tS3nsdf0Sh4soXx6A2lWTZlpSvvZqd3iU5VYkU3ssg7Zb04MvoLLCHPr+XtnKU/Uqn2K9Zjlur+XD5AF9veDvxYzsKnPu3qGB3v0qraG0OnhUmE/BZ77oAHvzfVd7vVgNjurtm1IY1dcqEoUnFCEnrVIUH+WHTO+2x878Py1y6ouSqV+rxjsKgSgeUyvynhNhwZdJtlgqzvQgo6Z+91NmkjmJ+3qgaHYzokHvndFRoAJa/YXvdpg7Vi2aucncJozs5/d73Hqkh6HVNHPQISanA1CkT5pK1A8uXCHL8ovukLDVhXtEUGuRvHdkBRz/sggDzDIpWXufKLLm2mP/U73SRZ55KTRsNJfYOq/plwy3marmCCcCTjcvi2PgueLKxa3uNOlSPQoCDnnpXMB9F60zgWzYiCFEhyqdEz5VhuK9eMaU6yWJG/0bYeOJ6ocQGRbExWx1VooJx6mqGS/Z1b+FIoEzxQFy8dcfx63EvE+Kq/7TB9A2nsWDvJeUL6Sbee6Q6yha3XmEVe6r995Ea+G79qYLK45aRHRAa4Asvgd3EPeqJn58jJ6HHm1wGt6lkd9ikXF5tVxk7Z90EoMz1s/Ccyx8kJEWwRczwn041Y9C9XiwaOLHOkTNfj9/95DwmmYdtCNmeFnoZH29YBudu3Ma5m7exZP9lQeVaOKSl1ceVvL/nf52uCm6cCdCVZpkWXbViOLThxDWLvz1pzjSDKh3w9/FCVq62M3B1qB6NDtWdnxhMynImJW+1mJBCNxNhV8bYsEAseb0Vgv19UPX95YL3VzU6RPBQEHdWKbIYzlzLFPTaQW1sr38i9j72cptKeKl1RRy+nIasXKPogEFo8OWMYH8fi8nPYYFFl5poWzUSFUsWQ5niQXjltz0Ot/n7S00BALO2JmL1kWTBZakSFYzudWMxuK08w/fMWf0GzR5UqnJSt0wYDlxMRcsqJdC5lnML/9oT4m99aRBrvL0MmOLkwqz+Eivc9cqEIeVOTpE5IXrm52N/QJK3lwFvxVfDvF0XCoIqLVJzXo5W4he5A3+l1C8bjoQLKZK3o+XA0RYO/9OBMsXdZ+ibDs8R0fo2KYvGFYrjqyfrKbL9whn5XmpVdJ2ruznOp09dMrQVRj9aE70blnH6Ih5RzM/hzbyAHq+cClpkoxXYFQwGA2qXDrObYc1ZaXcsM0ItHir8c5o3CrSqUhJ/vNysyGtMAF5qXQldagsLClpWKYmWVUrih+fiUKd00bV7bB2WjSsUxxsdH5K1xTx/V8WLKd/zZc2M/o3xfrca+LavMgk0OlSPQp+4MhivcDbRVlVKokP1KLzaTvzirgaDAX+/1hL/vtnOaoa8UmHihk0JuXI6GsIl5dJYLiII/77Z1ql7rgG279Vi6iNLhrZCc5nWSlQinhA6hI63KHEiZLqO6XEJHvZU6cD0Z+PQadJGi8fk6o7WS8uHnpQo5o8Jryg3kbbwL1/HymKOhSt8Yo6WOmXCCrZpzHPt8eHpN6+oEH+E2FjwWyytfZWFe5fCA4XfeM2Pwt/u9zAV5uznNRgMVhsAbF0albxkVraW0MF8HoVCP2rJYH+81Fr+nrd8Xl4GfN5HmUYmc95eBswwS/WeT+hvZq+31ZlMiY5I2aSj91aLCUGlyGBcvHVb4AaFbdved9m8ckkAJwr+rlMmDJ/2ros2n6+zvT1hpVM1f5xWKvcmF1wL5KDhoimOPVU6YG/9D71xJhjsrdHUuELVir03EdiVq4oXXsTX2Suwq8eSM8Z3YxIOJSHHhaQKqvNvFWRU1+p2n5dy2GvhlNFyBU8uzzYrDwBoUVlgz4vIH+bteMeJJ/o1LYfwIF/0bVJOcEW/TPEgTH2mYcFwV6nsNcTGlS+O/73aQpEMc2o2AGvl+DYfAqmVQE8ILVyjXIVBFSlGrlP+S4WG0bnKvMHN8dcrzfF0Y/tJPIQSMnelbplwi7/1c/n1bO588wkptBiouDkSyn4z1ipNclSkGpUvjsFtK2FwW/HD0R4U5ME/2eignkFtKmH+K83x8wtFe8KEsLbOUiuzx4a0r+JwGyWC/bHn/U6Y8Hgdq88/dz/wAywX/e1WtxRaVrG/zlPHGg/mRNursDs6BOPKF7fIMOfoPBJ6miky/M/OzrUYtOilp+qN++up5R+Pzv52Wv6MtnD4n4dT8h7N+/89xfx90KhCBLacuiHL9jrXjMGMzWfRsJzteS9yXYzM47fS4cLTIouhw+smOSGufHH0a1pOsSQAUipBSlWg/nq1hazbsxr8yboHssXby4DGIhY8FqJd1UjMeakpKjtYOLtwOWxpVKE4ft1+DgDwZueqosoidB6MUaXIXtVEFRo5ySyy/6lWinuLSF9Lz7L5fN0y4Tj6YRcEOpEgS+8YVOmURs5xVTSuUBy7Em+pXQybbF385bowB/h6Yc2ItnaH5sm2+J7BgANjOyMvz+SSC6RWbl5qceePbzAY8HEv6y3sjihej9NwsKKHea86KKImGQwGtHDQg2T7zfafjg51fj2iFpVL4Ha29WRHghMQyUyJYyy+VgxmbU1EBRHrqKnJaLH4r3pXqOaVSmCxg0yRctQXYkQmh9ECDv8jxVg75fNkWBROjswyb4lsxVOao3ljha+f5hfUSiUdt3JKuf6GBvgKykpWOvxeVqgO1aOc3penV8709PE/f6Iufnq+EcICfTGjv/gFZIP8hLfpCcqkJuEYt9b4r5XfIivH/nIaWiinpzeGWONMz0rP+rGoYtZrZe9rVeIr3/Hew5g7qJnVQG/qMw1RvkQQpvWTdx0zwYkqFDjQR3atji/61MP8V+z3KGtmnSqLxX/d16wBjTG2e027o3G0ikEVKcbaNdBHwbVsxBja4SHZtxkedC+7mTPrdb3ZuRpG2pnMvvo/bQr+XfgCby37n5B7QNOK4oeytK8WafO5Ba+1wITH6+C9R2qI2qZG7lfux8736ihxgj37R3fGn4Oa4Ym4MuhYMxoJozs5dcxHhvhjfM/a8LOSvrowsb018bXElccV8yc+7X2vl85ag469vQeYtfh6eqODnvRrWt7i7wEtKzh8z+SnG1hc610tOjQAzWykQO9WtxQ2vN0eta0sP+AKShz6Ab7eeCKuDCJD7CeR4i1KGrENDO2qRaF/y6JLxegBgypyKTEV6IeigvHnoKLr0WjVpnfaY+XwNk6t8ePn42UxUdgeZ9cdMVe/bDhmDhA/4frbZxri5xes90pEhwagb5Nyorv9zYM7dw2wykWoMLzEzn2suMiFfc2FBfmiaaUSBcG9lFbc55qVxxONHGf3FLbmzwNfP90Ac0VcO2qXDrW7PTk81bgcEkZ3ktyg81+RjRakTm9eyyolsfnd9jj+URdsHdlBcMOD0PNJK70nUglPVKHe8h5a/KrVLFMVEXMAPQ2DKp2S7YRS8DoltYirR7RFU5kWDrRm+RutZd1eSIAvqsU4n/7e/Dcd/WhNAPcqe2vfbCu1aEVuwA9Xj0KQn4+gXgJzxfx98LDA4M+RxxuWxpoRbVAlyn2WDLBlw9vt1C6ChZ4NSqNdtUi894jzPVauFGNnfsjzzcvD38fLYp2lAF9vmy3u1vynU1UM61AF/wxrJamcjoQ7Ecyaf3aDASgRrM4CwSRemeJB8PfxRmy48AVzpZAz7lCy0h7kxHybwuvcuZJWMgEajdqYUzWoTSW81q4y/idzIh53wEQVpBg54zXzViq5LnA1ShVtnRbLYFBmSM7TTcqiT6MyBQvBnrqabrFPsWy95eU2FTF13Wl0q1PKiVI69tvApvjf3otIv5uLNUeTLZ4LD/QrElAp8V32iSuD+Xsuyr9hERzdAMODfJFyO8fhGjjB/j7IyMq1+fxTjcriz90X7u/U9nb8fLwwa0ATu/tyFSGH83f9GmL0osMY2qFo2ukPe9TG6EdrwkdkA4G5ID8fjOjseJ0gNZgHUSZT0fOfQwI9kzaq+corUzwQ7apFCh7JoQSt9FRp5VQP8PXGO12EN8h50jWKPVU6ERrgHvGvHAFROzvzelxtgYItNfkBVWFCvkOh3/KITtWw4LUW+OopZdYCa/VQSUx6qj6KBxX9LK66Uf2nU1Wc+rir7NstJWNmoiVDW+HdLtUxvmdtq8+P6V4T9cuGY87L9hfw/PSJurKVSUsqRQbjt5ea2ux9khJQ2eLKlmAxdY7KkRx6oyWLhrRUuwhWabUeWyoswCKzoKNyPhFXBh/1rCNofUalaCSm8qjgRK8YVOnEB/eHg+mJtQuRs/UU8wrOk43K6iYFqlYUzR547//eXgY0LFcc/j6uX0/C2g1CqXqsIpVuGbdVNiIIr7arjFAbgXTjChFYOKRlkUWd3cGLre5NSO7VoLTKJdEG80nzn1hJQV+3TDimPtOw4G+ttKJ7qnplw9G4guuzlCn9uytZgQ/01dn6RRo5x9Rcq0sKfZbaOboJqj7++GO0aNECQUFBCA8Pt/qa8+fPo1u3bggKCkJUVBTefvtt5ObaHipD+vF5n3st8P99pAa8vAzoXCtG5RK5ltiV1D3pIqaWsmoknxDg6cZlAQCvtq2sckmEqRwZjGPju+CrJ5XpLVVD6fBA7Pugk+DXm5/Sa99si6nPNMTRD7vgmablrL6+W11lhus6q0Qx+9nT3N3LZvP55CSlt9RkPxO/qiySQKhXDLu0WC4ZVqQhhelmTFl2djb69OmD5s2b4+effy7yfF5eHrp164aYmBhs3boVV65cwfPPPw9fX1988sknKpRYWVqZOOkqLSqXxMmPu8L3fo+DVhbEFLJGlBYUPl7CJGR/c2r/1hZXtfJYvbLhipdFLj3ql0azSiXQuEIEnv15BwDA38cLWbmWtZnHZeiBEVO3mti7LsY+VgsBOmoN1lNZhagWEyJobTdrQgN8RQVNal4Kv32mAU4mZ6BZJfHLM7iTzrVisGVkB7Sc+K8q+x/YqiLO3chEm6oPhsZLXaSXPaAPeFp9S26e9O3pJqgaN24cAGDWrFlWn1+1ahWOHDmCNWvWIDo6GvXr18f48ePx7rvvYuzYsfDz03fGJKXum2rdjwe3qYTvN54R9R5fmYZwyTknKyzIF9tGdUCADMPnhF54hNzsirzE7IEe9WPxVKOyAvcmD6E3pdYPaWe+nCPeXvfma5kb1KYSapYKxau/7y147PM+lj0wVaKC4e/jhcOX0xQrm7sFKZ5MyxW6R+vGql0EzSgdHohxj9XCmMWHXbI/8+PCfHrAp73rwMtgEL20hSuJaQgoGaxOL6h5ETUTYGqkMVksfZbaOboZ/ufItm3bUKdOHURHP8gQEx8fj7S0NBw+bPsil5WVhbS0NIv/SHkju1bH2jfborSLUs2a61pb3qGDpcICnW6VtkXuilThNXyktmLKQaf3hwLWfiNvLwO6Fsqk6F1ognXfJuXwzzBx6fz1/l3pkZQzUCs96XSfi34PV6a79/G2foQ+1bgc+ri40Uws8yDF3i/Tt0lZPNVYnc9iMeRelRIUxauK9ummp8qRpKQki4AKQMHfSUlJNt83YcKEgl4wLdPKSe2s1g+VRJCfd0ELusFgYBarQuyNn7doNdP90XCPZlr/7MhPdW6VgPKXtFLJYoVb30qFub4hiKiwxhUi0KpKSVSKLKZ2URQz4XH1spmaJ4XQykLLvHVon6rN1SNHjoTBYLD737FjxxQtw6hRo5Camlrw34ULFxTdn2y0cY4L9uvApvj+uUZFHtfItUpXBA3/K/Qitb9na/t39gYRHWp9OMj+0Z2RMNoyOUC7apGypj4X6+unG6i2b5Jf3yblMKiNMkkJiMTw9jLgt5ea4sMe1pdh0DK9BQdaqaboNfufVr4/V1C1p+rNN99E//797b6mUiVhN7CYmBjs3LnT4rHk5OSC52zx9/eHv79nZy5SkxoX18ILzrqDnvVjsTDhstrFsEnOoC6imD+S07KKPB5WaC2scY/VwgstKsi340KEfKRwK+tzObUvT7oraVR4kC8mPF40xbkc7P2+xYN8C4aQhgbKczwRqcmiF0jFcgilleuv3oLRfDottlNUDaoiIyMRGSnPxPTmzZvj448/xtWrVxEVFQUAWL16NUJDQ1Gzpv7WeHIVTxyKFFfe9WuKANIuiI7Gd3/yeB20rRaJ//y53/mduJjSrW5y3AjNv/fIEH989WQ9PD9jJ0wmoHll6wvR2no/uadPetXBe38flLQNe8eJj7cXDo+LB1B0fh6RHulhCLvlPVcb5WVKde1Tf7a6QOfPn0dCQgLOnz+PvLw8JCQkICEhARkZGQCAzp07o2bNmnjuueewf/9+rFy5Eu+//z6GDBniFj1RPJcssbJqKcjPB70alLH5vFZuCuac/Q3V+iQ+Xga0figSh8fFY8d7D6NMcW2uU0UPzBzQ2Pk3CzzQnmlaDsc/6oJasaHO78uBAF9vZnTUAdkTDGnvsi3Zt8/oY0i0yXIiM5EgugmqRo8ejQYNGmDMmDHIyMhAgwYN0KBBA+zevRsA4O3tjaVLl8Lb2xvNmzfHs88+i+effx4ffvihyiUnusfRDVJ4SnXxV3j1b87CC/DtMw3QuILt3kS1P0uQnw+iQ63P0wrn8CxNaV8tSrZt2WsE8PfxZkMPyU7ta53cypcIQlz5CF3MDdJiGbVYJrKkm+x/s2bNsrlGVb7y5ctj2bJlrimQyuS62Or1FFX7ZvNYvVjR83XkqnQ589HV/r7M99+hehT+PXYV/ZqWs/raR+vG4tG6sagw8h8Xlc42od/bl33qYf2Ja+hr4zORfjQqXxy7z93C043F/Zax4QE4csX1S3KwokVKUOKeMW9wcwD66wVS+/6Zjw032qeboIrc35yXmmLq+lPYcuqG2kVx6Ju+yg5hKHwRd6eK088vNEJ6Vi5CA+z36ozpXhPjlhwp8rgWbyy948qgd1zR4ZfyBdIauat7gLmDmuFaRlaR1OmOKlYf96qDNUfXAgDKRXBoqJa46pKhlcq3lph/JyEBPkUe0+q1TZPrVGnx5kcWGFSRZrSoUhLHktIFBVXOXFsWvNYCEUGuW5yxMLluuM5sR0s3LoPB4DCgAu4lhtA7dwqGPYWPt5dTa1FFhwbgj5ebYfH+S3gzvpqo97IyTtZo6brtLGv3ar19Lq5TRUIxqPJwRg85Sz9/oi4allMn618+2XotNHKBV4srP775b8bMa+RI88olBGWFJNfimastemhs0mJPFWmfbhJVkCW5TvK7OUaZtqRtxfz13X4QGy6+5dyc2nHYwFYVAQC9GpRWtyASfNevodpFIBV5SPuTW9LrT6fmdbtyZLAs25Fz4XdXslhLSyNRFVOqa5++a5rkscRe5PRwEbf3mUIDfLHurXbw89FnO0jlyGAcG98F/jotPwDULRMu+j3WsgTq4VgkIvHkrnuHqZhNtHyJYpg7qBlKBss/ZN5iTpXZvyuUCELijduy708qrQxX1EMPn6fTbw2HPJonVkwrliyG0g56rPKDrrbVLBfV1sKQwQBfb1nK4cqP4uy+Fg5piV8HNrGZep30RwOnEHmIH56LQ90yYZj0VH1Vy9GsUglUiQpx2f5WDG/jsn2JoZVz3xPrPXrDnioP52Vgl7JWyNEatm1kB5y+lml3nSdSXv2y4Taf08oNmoi0qXOtGHSuFaN2MWQRatbb5uN1r9HP1nwlLS1wrcUAhtn/tI9BlYfTa0B16lqG2kXQpBLB/igRXDRrnjvV4+PKFcehS65fD4hIi1jP0g42mBQVGuCL319qCm8vQ8FICj0cslosoxbLRJY4/E8vCp1Ncg3nGtCyAgCgi85axQ5eTFW7CIpiRcm2t7tUt/t874ZlUDLYDz3q6zcpBimreozrhjQRebqWVUqiWaUHWTFDBCSOUnM+GWDZK6SVYNlTsjXrGXuqPNx7j9RAxxrRiCsv/3AxZwI/oeXoUb80Zmw5K6IsooviVpT6/K0fKqnMhmF7OGSQgyEiXz5ZD3lGkywp0LVyD/P041dOg9tUQv/7jUlE5Hr9mpbDN/+eAmD72qalJSy0kqhCr2rHhqpdBJdhUOXhfL290LKKMhVjZ8b/1isbjnmDm6NMcfsJGTR0vfVoWkiAYY2Wbsj5apYKxZEraehSW1+9wu4iOtQfv7/U1KUT74moqAA/7cydssW89qKV25xWGvnEalCuOGb2b4xyJYLULoriGFTphUZOaldoUjFC7SKowvzCLXfq1Dcefgjrj19D3yblZN2uGoelHrL/WbN4aEtkZuUhLEjdYS2e6pkm5RlQEWlArwal8dmK42hZpYTNXiC1qzxaXPxXpzEVAKB99Si1i+ASDKp0SisnuT1a6sXQQguPmmtMNChXHIfHxSNIphbCsEBfpN7JQQcPuVDKwcfbC2FBnMZK5L60c8/TslJhgTjyYTwCfLwxasFBq69R/5ZtPqdKG7+rFuoxZB+DKlIM039qSzEBk4OFWj2iDfadT0HHGtGybZNISRqpF9mg6cIRyS7ITz/VT+2cnaxTaZ1+jmoinXOnya5RIQGIVzhjZCuF5voREZG2qX23tBj+p3Zh7jMa1S4BOcKxKKQYrXSZA9q4KKo5/E+POPeItKBzzXu9sS+2rKjgXnhtIM+khXuzXrAOoX3sqdIpXogs5WdWcxccOakNjStEYPWRZIQE8FLpqaY80wBHLqehXplwtYtiFS8VpGdarctYZv/TRiGD/dnQqHXsqdIJbZzSnqlksD8+6VVH7WKQCj7rXRfDOlTBkqGt1C4KqcTfxxsNyhWHlwbT9JO2aKTuTTLQYsNm22qRaheBHGBQReRA/bJh6NukrEv3qcHruWa4stWweDE/jOhcDRVKFnPZPkkZWqwkEZE2aTHRFmN27WNQReSQAQaDAa+0razsXnjFJBt4bLg7/sDugL+i+9BeSKXNMpElThTQKXfKJKcXbzz8EIL9vdGpprJZ70i8Ba+1ULsIpHEMTIm0iCemUFrsPSNLDKrI7cSGBeBy6l0Zt3jvQhbo542hHR6ScbuWSoUFonR4IHy9DSgm0yK9nqJhueJqF4GIiGTCRpCiGFJpH4MqIo3w9jJgw9vtYDAYNJNtSA8Gt6mkdhGIiMgJtm51anfKqL1/q7RYJrLAOVU64a6V7LfiqwKArIkg5L7uxIYHyrxF23y8veDNLGOi1IwNVbsIRKRhAb7s+SdxuCYUOYM9VTrlLjFWrwZl0KJySUSF+EvaTt0yYYqtU+XjxbYHLdNkiyKRi3CehW0fPFoTKw8loX+LCi7Zn7s2fnokDZ5WjSrcG+ZeJSpY5ZKQLawt6kQtN26Njw4NkHQzGtahCv7brQY614wGAAxsVVGuosnK34etpXL5dWATtYtARBo3sFVFzHulOYr5s/1YbxifFhUS4IujH3bByuFt1C4K2cCgSidqlNJfUOWqi+KIztUQEuCLb59piH+GtdJsUPVc8/KoUzoMb8dXU7soutf6IXkWQXy1nbJp8onIczAOIKUF+nlzioCGMagixbh6VIqfjxdqxYZZ7fXSwiUo2N8HS15vhSHtq6hdFLrv3S7V1S4CuYgWrgFEZF9EMT8AQNNKJVQthwZH/5EOMKgijyDlAtmisroXd082o38jPN6gtN3X6HWYSLe6pQAA3evFOnwt16UjWziPh9zJoiEt8XZ8NXzSq46q5eBURXIGBxqTYtzlXv9wjSi1i+CxOlSPRofq0Viw75LkbZUM9sf1jCwZSiWPL56oh571S6NVlZJqF4V0jIkqyJ2UjQjSxGgOZv8jZ7CnihSj5L2+ScUI5TZupnGF4mwJdhNbRrbH/jGdHb7OVcdWoJ83OtWMRiAXenYJVpGISCjOWyJnsKeKdKlTzWj89HwjVC8VonZRSGVCg3d/H29BGRgrlSyGnWdvSiwVERHpVdOKJdCsUgQqRzJ9OQnHoIoUo2QHj8FgQMf7KdSVxLksnocdk+RqPObcA39H9+HtZcDcQc3VLgbpDIMqUoyWhvo7fa/jTdLjaOm4zcfKmnvT4jFH4rV6qCSqRgejVmyY2kUhIhUwqCKyg8Oq3U+DcuHYdz4Fm95pr3ZRBGOlm0j7/H28sXJ4G87DJfJQDKpIMVq6r7BO6r7EHmcLXm2BrFwjAnyZIMKTaOhyRG6MARWR52L2PyLSjVqxoZK3YTAYNB9QMc06ERGRvjCoIiJdc8ehcd8921DtIhAREZEIDKrIIzg7IIPZ/7TFFSNrtDB6JzTA1+Jv8zI926wcAOCjnrVdWSRSkBaOOSI18NAnd8I5VaQYd+xBIHUxyAU+6lkHb8dXR1igr+MXExERkUuwp4oUc/hyqtpFkIwtyJ5HD40BDKiIyB1EhvirXQQi2bCnihRTs5T0pAJERGSbHhoBiGwZ1KYSEq9nokvtGLWLQiQZgyoiIiIicrkgPx9MfrqB2sUgkgWH/+mUHoalaakBNdTJ4VJ6+J7J/fEwJCIi0jYGVaQYLQxL6VwzGgNaVkCLyiWcer8XoypNeLpxWQDAiE5VFd+XFn9yDZxKREREZAeH/5FitFARfLJRWXSsGa12MUiiCY/XwbtdqqN4MT+1i0KkKVpsBCAi8kTsqdIpppYmT2IwGBhQEVmhhREBRETEoEq3/Hy0/9OZeLcnIiIiIg+g/Zo56ZYWYip/Xx7iJI4WjtvC2C9NRESkbaxx6sh7j1QHALzStrLKJRGmSnSwavv+T8eq6Fo7Bi0rl1StDOQaoYGcGkqOce4REREpibURHRnUpjK61Y1FbFiA2kURpF3VSHzSqw5qxrp+EeA3Oj7k8n2Sa018vA4OXU5Fu6pRsm6XlW9yNSmHnEkTKYGIiIhBlc6UDg9UuwiCGQwGPNO0nNrFkMTAGrZmPd1E38cWkRyup2erXQQiIgKH/xEREalKSl+TUYuTAImIPBCDKqL73o6vVuQxL3ZUkQaww1Q6d409YnQyHJyIyN0xqCK6z99KmnrWZYlIyyKD/dUuAhERgUEVEREAoFLJYvhnWCtoMZR2114Wct70Z+MwolNVNK9cQu2iEBERmKiCPFylyGI4cy0TACuunm5w20qoFRsGaTNciMRzJozvUjsGXWrHyF4WIiJyDnuqyKOtHN7G7vPM/kdq+en5RgX/5mEoHb9DIiJSEoMq8mg+ZpkoWOnybEF+2uq4b19d3vW3iIiISDnaqkUQqahsRFCRxxhnub8x3Wti97lb6MqhVEREROQkBlVE91UsWQwz+zdGiWA/PPbtFrWLQy4yoGVFDGhZUe1iEBERkY4xqCIyU3jIFYcEeiL+6ERERCQO51QREWkeAz0iIiItY1BFdF+wv7WOW1ZmPQ9TqhMREZE4HP5HHs1gMGDyU/WRkZWL2PBAK8+rUChSFdcrc09cHoGIiJSki56qxMREDBw4EBUrVkRgYCAqV66MMWPGIDs72+J1Bw4cQOvWrREQEICyZcvis88+U6nEpCc9G5TGs83Kq10MIjsY6UllYrRMREQK0kVP1bFjx2A0GvH999+jSpUqOHToEF5++WVkZmbiiy++AACkpaWhc+fO6NixI6ZPn46DBw/ixRdfRHh4OAYNGqTyJyC9Ytu25xnYqiLm7rqAx+rFqloOHntERET6oYugqkuXLujSpUvB35UqVcLx48cxbdq0gqDq999/R3Z2NmbMmAE/Pz/UqlULCQkJ+OqrrxhUEZFgD0WH4MiH8Qj09Va7KGYYYhEREWmZLob/WZOamoqIiIiCv7dt24Y2bdrAz8+v4LH4+HgcP34ct27dsrmdrKwspKWlWfxHlI/TMDxTkJ8P5+CQy/BYIyLSP10GVadOncKUKVMwePDggseSkpIQHR1t8br8v5OSkmxua8KECQgLCyv4r2zZssoUmoiIiIiI3JKqQdXIkSNhMBjs/nfs2DGL91y6dAldunRBnz598PLLL0suw6hRo5Camlrw34ULFyRvk4iISCgm0SAi0j9V51S9+eab6N+/v93XVKpUqeDfly9fRvv27dGiRQv88MMPFq+LiYlBcnKyxWP5f8fExNjcvr+/P/z9/UWWnIhIWaxmy4tD7IiISEmqBlWRkZGIjIwU9NpLly6hffv2iIuLw8yZM+HlZdnJ1rx5c/z3v/9FTk4OfH19AQCrV69GtWrVULx4cdnLTp7BwAQBpAGMB4iIiLRNF3OqLl26hHbt2qFcuXL44osvcO3aNSQlJVnMlXrmmWfg5+eHgQMH4vDhw/jzzz/x9ddfY8SIESqWnPQuJixA7SIQERERkcbpIqX66tWrcerUKZw6dQplypSxeC5/LHpYWBhWrVqFIUOGIC4uDiVLlsTo0aOZTp0kaVIxwvGLiIiIiMij6SKo6t+/v8O5VwBQt25dbNq0SfkCkcfgqCsiUhrnexER6Z8uhv8RqaVmbKjaRSAP5WVWz44KYTIdqZhhj4iIlKSLnioiV9sysgNuZmSjfIliaheFPJTBYMDmd9sjJ8+EkABftYtDREREdjCoIrKidHggSocHql0M8nBligepXQQiIiISgMP/iIjI7XHeEhERKYlBFRERERERkQQMqoiIiIiIiCRgUEVERERERCQBgyoiIiIiIiIJGFQRERERERFJwKCKiIiIiIhIAgZVREREREREEjCoIiIiUhFX0CIi0j8GVURERERERBIwqCIiIlKRSe0CEBGRZAyqiIiIiIiIJGBQRUREREREJAGDKiIiIiIiIgkYVBEREamI2f+IiPSPQRUREREREZEEDKqIiIiIiIgkYFBFREREREQkAYMqIiIiIiIiCRhUERERqSgq1F/tIhARkUQ+aheAiIjIE83o3wgXbt5B3TLhaheFiIgkYlBFRERuq2SwH65nZOPhGlFqF6WIDtWj1S4CERHJhEEVERG5rY3vtMeNjGyUjQhSuyhEROTGGFQREZHbCvLzQVAEb3VERKQsJqogIiIiIiKSgEEVERERERGRBAyqiIiIiIiIJGBQRUREREREJAGDKiIiIiIiIgkYVBEREREREUnAoIqIiIiIiEgCBlVEREREREQSMKgiIiIiIiKSgEEVERERERGRBAyqiIiIiIiIJGBQRUREREREJAGDKiIiIiIiIgkYVBEREREREUngo3YBtMZkMgEA0tLSVC4JERERERGpKT8myI8RbGFQVUh6ejoAoGzZsiqXhIiIiIiItCA9PR1hYWE2nzeYHIVdHsZoNOLy5csICQmBwWBQtSxpaWkoW7YsLly4gNDQUFXLQq7F394z8Xf3XPztPRd/e8/F314fTCYT0tPTERsbCy8v2zOn2FNViJeXF8qUKaN2MSyEhobyZPNQ/O09E393z8Xf3nPxt/dc/O21z14PVT4mqiAiIiIiIpKAQRUREREREZEEDKo0zN/fH2PGjIG/v7/aRSEX42/vmfi7ey7+9p6Lv73n4m/vXpiogoiIiIiISAL2VBEREREREUnAoIqIiIiIiEgCBlVEREREREQSMKgiIiIiIiKSgEGVRk2dOhUVKlRAQEAAmjZtip07d6pdJHKBjRs3onv37oiNjYXBYMDChQvVLhK5wIQJE9C4cWOEhIQgKioKPXv2xPHjx9UuFrnAtGnTULdu3YLFP5s3b47ly5erXSxysYkTJ8JgMGD48OFqF4UUNnbsWBgMBov/qlevrnaxSAYMqjTozz//xIgRIzBmzBjs3bsX9erVQ3x8PK5evap20UhhmZmZqFevHqZOnap2UciFNmzYgCFDhmD79u1YvXo1cnJy0LlzZ2RmZqpdNFJYmTJlMHHiROzZswe7d+9Ghw4d0KNHDxw+fFjtopGL7Nq1C99//z3q1q2rdlHIRWrVqoUrV64U/Ld582a1i0QyYEp1DWratCkaN26Mb7/9FgBgNBpRtmxZvP766xg5cqTKpSNXMRgM+Pvvv9GzZ0+1i0Iudu3aNURFRWHDhg1o06aN2sUhF4uIiMDnn3+OgQMHql0UUlhGRgYaNmyI7777Dh999BHq16+PyZMnq10sUtDYsWOxcOFCJCQkqF0Ukhl7qjQmOzsbe/bsQceOHQse8/LyQseOHbFt2zYVS0ZErpKamgrgXuWaPEdeXh7mzp2LzMxMNG/eXO3ikAsMGTIE3bp1s7jnk/s7efIkYmNjUalSJfTr1w/nz59Xu0gkAx+1C0CWrl+/jry8PERHR1s8Hh0djWPHjqlUKiJyFaPRiOHDh6Nly5aoXbu22sUhFzh48CCaN2+Ou3fvIjg4GH///Tdq1qypdrFIYXPnzsXevXuxa9cutYtCLtS0aVPMmjUL1apVw5UrVzBu3Di0bt0ahw4dQkhIiNrFIwkYVBERaciQIUNw6NAhjrH3INWqVUNCQgJSU1Px119/4YUXXsCGDRsYWLmxCxcu4I033sDq1asREBCgdnHIhbp27Vrw77p166Jp06YoX7485s2bxyG/OsegSmNKliwJb29vJCcnWzyenJyMmJgYlUpFRK4wdOhQLF26FBs3bkSZMmXULg65iJ+fH6pUqQIAiIuLw65du/D111/j+++/V7lkpJQ9e/bg6tWraNiwYcFjeXl52LhxI7799ltkZWXB29tbxRKSq4SHh6Nq1ao4deqU2kUhiTinSmP8/PwQFxeHtWvXFjxmNBqxdu1ajrEnclMmkwlDhw7F33//jX///RcVK1ZUu0ikIqPRiKysLLWLQQp6+OGHcfDgQSQkJBT816hRI/Tr1w8JCQkMqDxIRkYGTp8+jVKlSqldFJKIPVUaNGLECLzwwgto1KgRmjRpgsmTJyMzMxMDBgxQu2iksIyMDIvWqrNnzyIhIQEREREoV66ciiUjJQ0ZMgRz5szBokWLEBISgqSkJABAWFgYAgMDVS4dKWnUqFHo2rUrypUrh/T0dMyZMwfr16/HypUr1S4aKSgkJKTInMlixYqhRIkSnEvp5t566y10794d5cuXx+XLlzFmzBh4e3ujb9++aheNJGJQpUFPPfUUrl27htGjRyMpKQn169fHihUriiSvIPeze/dutG/fvuDvESNGAABeeOEFzJo1S6VSkdKmTZsGAGjXrp3F4zNnzkT//v1dXyBymatXr+L555/HlStXEBYWhrp162LlypXo1KmT2kUjIgVcvHgRffv2xY0bNxAZGYlWrVph+/btiIyMVLtoJBHXqSIiIiIiIpKAc6qIiIiIiIgkYFBFREREREQkAYMqIiIiIiIiCRhUERERERERScCgioiIiIiISAIGVURERERERBIwqCIiIiIiIpKAQRUREREREenSxo0b0b17d8TGxsJgMGDhwoWit2EymfDFF1+gatWq8Pf3R+nSpfHxxx+L2gaDKiIiIomcvZETEZE0mZmZqFevHqZOner0Nt544w389NNP+OKLL3Ds2DEsXrwYTZo0EbUNBlVERKQL165dw6uvvopy5crB398fMTExiI+Px5YtW9QuGhERqaRr16746KOP0KtXL6vPZ2Vl4a233kLp0qVRrFgxNG3aFOvXry94/ujRo5g2bRoWLVqExx57DBUrVkRcXBw6deokqhwMqoiISBd69+6Nffv24ZdffsGJEyewePFitGvXDjdu3FC7aEREpFFDhw7Ftm3bMHfuXBw4cAB9+vRBly5dcPLkSQDAkiVLUKlSJSxduhQVK1ZEhQoV8NJLL+HmzZui9sOgioiINC8lJQWbNm3Cp59+ivbt26N8+fJo0qQJRo0ahcceewwA8NVXX6FOnTooVqwYypYti9deew0ZGRkF25g1axbCw8OxdOlSVKtWDUFBQXjiiSdw+/Zt/PLLL6hQoQKKFy+OYcOGIS8vr+B9FSpUwPjx49G3b18UK1YMpUuXdjjM5MKFC3jyyScRHh6OiIgI9OjRA4mJiQXPr1+/Hk2aNEGxYsUQHh6Oli1b4ty5c/J+aUREHu78+fOYOXMm5s+fj9atW6Ny5cp466230KpVK8ycORMAcObMGZw7dw7z58/H7NmzMWvWLOzZswdPPPGEqH0xqCIiIs0LDg5GcHAwFi5ciKysLKuv8fLywjfffIPDhw/jl19+wb///ot33nnH4jW3b9/GN998g7lz52LFihVYv349evXqhWXLlmHZsmX49ddf8f333+Ovv/6yeN/nn3+OevXqYd++fRg5ciTeeOMNrF692mo5cnJyEB8fj5CQEGzatAlbtmxBcHAwunTpguzsbOTm5qJnz55o27YtDhw4gG3btmHQoEEwGAzyfFlERAQAOHjwIPLy8lC1atWC+0hwcDA2bNiA06dPAwCMRiOysrIwe/ZstG7dGu3atcPPP/+MdevW4fjx44L35aPUhyAiIpKLj48PZs2ahZdffhnTp09Hw4YN0bZtWzz99NOoW7cuAGD48OEFr69QoQI++ugjvPLKK/juu+8KHs/JycG0adNQuXJlAMATTzyBX3/9FcnJyQgODkbNmjXRvn17rFu3Dk899VTB+1q2bImRI0cCAKpWrYotW7Zg0qRJVsfc//nnnzAajfjpp58KAqWZM2ciPDwc69evR6NGjZCamopHH320oBw1atSQ9wsjIiJkZGTA29sbe/bsgbe3t8VzwcHBAIBSpUrBx8cHVatWLXgu/5p8/vx5VKtWTdC+2FNFRES60Lt3b1y+fBmLFy9Gly5dsH79ejRs2BCzZs0CAKxZswYPP/wwSpcujZCQEDz33HO4ceMGbt++XbCNoKCggkAGAKKjo1GhQoWCm2v+Y1evXrXYd/PmzYv8ffToUavl3L9/P06dOoWQkJCCVtGIiAjcvXsXp0+fRkREBPr374/4+Hh0794dX3/9Na5cuSL16yEiokIaNGiAvLw8XL16FVWqVLH4LyYmBsC9RrPc3NyCnisAOHHiBACgfPnygvfFoIqIiHQjICAAnTp1wgcffICtW7eif//+GDNmDBITE/Hoo4+ibt26+N///oc9e/YUzHvKzs4ueL+vr6/F9gwGg9XHjEaj02XMyMhAXFwcEhISLP47ceIEnnnmGQD3eq62bduGFi1a4M8//0TVqlWxfft2p/dJROSpMjIyCq6zAHD27FkkJCTg/PnzqFq1Kvr164fnn38eCxYswNmzZ7Fz505MmDAB//zzDwCgY8eOaNiwIV588UXs27cPe/bsweDBg9GpUyeL3itHGFQREZFu1axZE5mZmdizZw+MRiO+/PJLNGvWDFWrVsXly5dl20/hgGf79u02h+w1bNgQJ0+eRFRUVJGW0bCwsILXNWjQAKNGjcLWrVtRu3ZtzJkzR7byEhF5it27d6NBgwZo0KABAGDEiBFo0KABRo8eDeBeI9bzzz+PN998E9WqVUPPnj2xa9culCtXDsC9+bhLlixByZIl0aZNG3Tr1g01atTA3LlzRZWDc6qIiEjzbty4gT59+uDFF19E3bp1ERISgt27d+Ozzz5Djx49UKVKFeTk5GDKlCno3r07tmzZgunTp8u2/y1btuCzzz5Dz549sXr1asyfP7+glbOwfv364fPPP0ePHj3w4YcfokyZMjh37hwWLFiAd955Bzk5Ofjhhx/w2GOPITY2FsePH8fJkyfx/PPPy1ZeIiJP0a5dO5hMJpvP+/r6Yty4cRg3bpzN18TGxuJ///ufpHIwqCIiIs0LDg5G06ZNMWnSJJw+fRo5OTkoW7YsXn75Zbz33nsIDAzEV199hU8//RSjRo1CmzZtMGHCBNkClTfffBO7d+/GuHHjEBoaiq+++grx8fFWXxsUFISNGzfi3XffxeOPP4709HSULl0aDz/8MEJDQ3Hnzh0cO3YMv/zyC27cuIFSpUphyJAhGDx4sCxlJSIi1zOY7IV2REREHq5ChQoYPny4RXZBIiIic5xTRUREREREJAGDKiIiIiIiIgk4/I+IiIiIiEgC9lQRERERERFJwKCKiIiIiIhIAgZVREREREREEjCoIiIiIiIikoBBFRERERERkQQMqoiIiIiIiCRgUEVERERERCQBgyoiIiIiIiIJ/g9AmeFYtjp17QAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":17},{"cell_type":"markdown","source":"CLEAN DATA ","metadata":{}},{"cell_type":"code","source":"rsp_clean = nk.rsp_clean(resp_signal, sampling_rate=resp_freq).flatten()\n\nsignals = pd.DataFrame({\n    \"RSP_Raw\": signal[start:end],\n    \"RSP_clean\":rsp_clean[start:end],\n})\nsignals.plot()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:06.980101Z","iopub.execute_input":"2025-08-02T12:25:06.980339Z","iopub.status.idle":"2025-08-02T12:25:07.374547Z","shell.execute_reply.started":"2025-08-02T12:25:06.980323Z","shell.execute_reply":"2025-08-02T12:25:07.373707Z"}},"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"<Axes: >"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":18},{"cell_type":"markdown","source":"CLEAN DATA OVERVIEW","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(10, 5))\nplt.plot(rsp_clean[:]) \nplt.title('complete signal')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()\n\nplt.figure(figsize=(10, 5))\nplt.plot(rsp_clean[start:end ]) \nplt.title('Signal Preview')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:07.375288Z","iopub.execute_input":"2025-08-02T12:25:07.375492Z","iopub.status.idle":"2025-08-02T12:25:08.106865Z","shell.execute_reply.started":"2025-08-02T12:25:07.375477Z","shell.execute_reply":"2025-08-02T12:25:08.106091Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x500 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA1UAAAHWCAYAAACfRKOZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAACStUlEQVR4nO3dd3wT5R8H8E+66abQFihlU/bee8oQGYKo6E9EFFERRHCAA0VUEBUHIqAgIKIgKIiA7L333rNAKWW1pZTO5PdHaUjajLvcJXeXfN6vFy9tcrk8yV3unu8zvo/OYDAYQERERERERA7xUroAREREREREWsagioiIiIiISAIGVURERERERBIwqCIiIiIiIpKAQRUREREREZEEDKqIiIiIiIgkYFBFREREREQkAYMqIiIiIiIiCRhUERERERERScCgioiI3Mbs2bOh0+lw8eJFpYsiStu2bdG2bVuli2Gk0+nw8ccfK10MIiLNYFBFREQEYMWKFQwkiIjIIQyqiIiIkBdUjR07VpH3Xr16NVavXq3IexMRkXQ+SheAiIjI0/n5+SldBCIikoA9VUREZNHVq1fx4osvolSpUvD390f58uXx6quvIisry7jN+fPn0bdvX0RERCAwMBBNmzbF8uXLzfazceNG6HQ6/Pnnnxg7dixiYmIQEhKCJ554AikpKcjMzMTw4cMRFRWF4OBgvPDCC8jMzDTbh06nw+uvv4558+ahSpUqCAgIQIMGDbB582ZBn+W///5Dq1atEBQUhJCQEHTr1g3Hjh0zPj9gwABMmTLF+F75//Lp9Xp8++23qFGjBgICAhAdHY3Bgwfjzp07dt87MTERL7zwAkqXLg1/f3+ULFkSPXv2NJv3ZWlO1aVLl9CjRw8EBQUhKioKb775JlatWgWdToeNGzeavbZmzZo4fvw42rVrh8DAQMTExGDixIlm+8vKysKYMWPQoEEDhIWFISgoCK1atcKGDRsEfYdERGQde6qIiKiQhIQENG7cGMnJyXj55ZdRtWpVXL16FYsWLUJ6ejr8/Pxw/fp1NG/eHOnp6Rg2bBiKFSuGOXPmoEePHli0aBEef/xxs32OHz8eRYoUwahRo3D27FlMnjwZvr6+8PLywp07d/Dxxx9j586dmD17NsqXL48xY8aYvX7Tpk1YsGABhg0bBn9/f/z444/o0qULdu/ejZo1a1r9LHPnzsXzzz+Pzp0744svvkB6ejqmTp2Kli1b4sCBAyhXrhwGDx6MhIQErFmzBnPnzi20j8GDB2P27Nl44YUXMGzYMFy4cAE//PADDhw4gG3btsHX19fq+/fp0wfHjh3D0KFDUa5cOSQlJWHNmjWIj49HuXLlLL7m3r17aN++Pa5du4Y33ngDJUqUwO+//241ALpz5w66dOmC3r1748knn8SiRYvw7rvvolatWujatSsAIDU1FTNmzEC/fv0waNAg3L17FzNnzkTnzp2xe/du1K1b1+pnICIiOwxEREQF9O/f3+Dl5WXYs2dPoef0er3BYDAYhg8fbgBg2LJli/G5u3fvGsqXL28oV66cITc312AwGAwbNmwwADDUrFnTkJWVZdy2X79+Bp1OZ+jatavZ/ps1a2YoW7as2WMADAAMe/fuNT526dIlQ0BAgOHxxx83PjZr1iwDAMOFCxeM5QkPDzcMGjTIbH+JiYmGsLAws8eHDBlisHRb3LJliwGAYd68eWaPr1y50uLjpu7cuWMAYPjyyy+tbmMwGAxt2rQxtGnTxvj3119/bQBgWLJkifGx+/fvG6pWrWoAYNiwYYPZawEYfv31V+NjmZmZhhIlShj69OljfCwnJ8eQmZlZqHzR0dGGgQMHmj0OwPDRRx/ZLDMRET3E4X9ERGRGr9djyZIl6N69Oxo2bFjo+fxhcStWrEDjxo3RsmVL43PBwcF4+eWXcfHiRRw/ftzsdf379zfr0WnSpAkMBgMGDhxotl2TJk1w+fJl5OTkmD3erFkzNGjQwPh3mTJl0LNnT6xatQq5ubkWP8uaNWuQnJyMfv364ebNm8Z/3t7eaNKkiaChbwsXLkRYWBgeeeQRs300aNAAwcHBNvdRpEgR+Pn5YePGjYKGCuZbuXIlYmJi0KNHD+NjAQEBGDRokMXtg4OD8b///c/4t5+fHxo3bozz588bH/P29jbO3dLr9bh9+zZycnLQsGFD7N+/X3DZiIioMA7/IyIiMzdu3EBqaqrNIXVA3pyfJk2aFHq8WrVqxudN91GmTBmz7cLCwgAAsbGxhR7X6/VISUlBsWLFjI9Xrly50HvFxcUhPT0dN27cQIkSJQo9f+bMGQBA+/btLX6G0NBQi48X3EdKSgqioqIsPp+UlGT1tf7+/vjiiy8wcuRIREdHo2nTpnjsscfQv39/i+XNd+nSJVSsWNFsXhcAVKpUyeL2pUuXLrRt0aJFcfjwYbPH5syZg6+//honT55Edna28fHy5ctbLQsREdnHoIqIiFzC29tb1OMGg0Hye+r1egB586osBTE+PvZvg3q9HlFRUZg3b57F5yMjI22+fvjw4ejevTuWLFmCVatW4cMPP8T48eOxfv161KtXT8CnsE/Id/jbb79hwIAB6NWrF95++21ERUXB29sb48ePx7lz52QpBxGRp2JQRUREZiIjIxEaGoqjR4/a3K5s2bI4depUocdPnjxpfF5O+b1Opk6fPo3AwECrgU3FihUBAFFRUejYsaPN/Rfs6THdx9q1a9GiRQsUKVJEZKkf7mPkyJEYOXIkzpw5g7p16+Lrr7/Gb7/9ZnH7smXL4vjx4zAYDGblOnv2rEPvDwCLFi1ChQoV8Pfff5vt86OPPnJ4n0RElIdzqoiIyIyXlxd69eqFf//9F3v37i30fH7vx6OPPordu3djx44dxufu3buHn376CeXKlUP16tVlLdeOHTvM5v5cvnwZ//zzDzp16mS1p6Zz584IDQ3F559/bjbcLd+NGzeM/x8UFAQASE5ONtvmySefRG5uLsaNG1fo9Tk5OYW2N5Weno6MjAyzxypWrIiQkJBCaeMLlvvq1atYunSp8bGMjAz8/PPPVl9jT/53ZNp7tWvXLrPjR0REjmFPFRERFfL5559j9erVaNOmDV5++WVUq1YN165dw8KFC7F161aEh4dj1KhR+OOPP9C1a1cMGzYMERERmDNnDi5cuIC//voLXl7yttvVrFkTnTt3NkupDgBjx461+prQ0FBMnToVzz33HOrXr4+nn34akZGRiI+Px/Lly9GiRQv88MMPAGBMgjFs2DB07twZ3t7eePrpp9GmTRsMHjwY48ePx8GDB9GpUyf4+vrizJkzWLhwIb777js88cQTFt//9OnT6NChA5588klUr14dPj4+WLx4Ma5fv46nn37aarkHDx6MH374Af369cMbb7yBkiVLYt68eQgICABgvVfNlsceewx///03Hn/8cXTr1g0XLlzAtGnTUL16daSlpYneHxERPcSgioiIComJicGuXbvw4YcfYt68eUhNTUVMTAy6du2KwMBAAEB0dDS2b9+Od999F5MnT0ZGRgZq166Nf//9F926dZO9TG3atEGzZs0wduxYxMfHo3r16pg9ezZq165t83XPPPMMSpUqhQkTJuDLL79EZmYmYmJi0KpVK7zwwgvG7Xr37o2hQ4di/vz5+O2332AwGIyBz7Rp09CgQQNMnz4d7733Hnx8fFCuXDn873//Q4sWLay+d2xsLPr164d169Zh7ty58PHxQdWqVfHnn3+iT58+Vl8XHByM9evXY+jQofjuu+8QHByM/v37o3nz5ujTp48xuBJjwIABSExMxPTp07Fq1SpUr14dv/32GxYuXGi2mDAREYmnM8gxE5iIiMiJdDodhgwZYuxV8lTffvst3nzzTVy5cgUxMTFKF4eIiB7gnCoiIiIVun//vtnfGRkZmD59OipXrsyAiohIZTj8j4iISIV69+6NMmXKoG7dukhJScFvv/2GkydPWk3tTkREymFQRUREpEKdO3fGjBkzMG/ePOTm5qJ69eqYP38+nnrqKaWLRkREBXBOFRERERERkQScU0VERERERCQBgyoiIiIiIiIJOKeqAL1ej4SEBISEhDi0uCIREREREbkHg8GAu3fvolSpUjYXtWdQVUBCQgJiY2OVLgYREREREanE5cuXUbp0aavPM6gqICQkBEDeFxcaGqpwaYiIiIiISCmpqamIjY01xgjWMKgqIH/IX2hoKIMqIiIiIiKyOy2IiSqIiIiIiIgkYFBFREREREQkAYMqIiIiIiIiCRhUERERERERScCgioiIiIiISAIGVURERERERBIwqCIiIiIiIpKAQRUREREREZEEDKqIiIiIiIgkYFBFREREREQkAYMqIiIiIiIiCRhUERERERERScCgioiIiIiISAIGVUREKpSrN2DYHwcwc+sFpYtCREREdjCoIiJSobUnrmPpoQSMW3Zc6aIQERGRHQyqiIhU6F5mjtJFICIiIoEYVBEREREREUnAoIqIiIiIiEgCBlVERCqk0yldAiIiIhKKQRUREREREZEEDKqIiIiIiIgkYFBFREREREQkAYMqIiIV0oGTqoiIiLSCQRUREREREZEEDKqIiIiIiIgkYFBFREREREQkAYMqIvIoWTl6rDqWiOT0LKWLQkRERG6CQRUReZTv153B4Ln78PRPO5UuChEREbkJBlVE5FGWHkoAAJxMvKtwSYiIiMhdaCaoGj9+PBo1aoSQkBBERUWhV69eOHXqlNk2GRkZGDJkCIoVK4bg4GD06dMH169fV6jERERERETkCTQTVG3atAlDhgzBzp07sWbNGmRnZ6NTp064d++ecZs333wT//77LxYuXIhNmzYhISEBvXv3VrDURKQ2Oo0s/6SVchIRERHgo3QBhFq5cqXZ37Nnz0ZUVBT27duH1q1bIyUlBTNnzsTvv/+O9u3bAwBmzZqFatWqYefOnWjatKkSxSYiIiIiIjenmZ6qglJSUgAAERERAIB9+/YhOzsbHTt2NG5TtWpVlClTBjt27LC6n8zMTKSmppr9IyIiIiIiEkqTQZVer8fw4cPRokUL1KxZEwCQmJgIPz8/hIeHm20bHR2NxMREq/saP348wsLCjP9iY2OdWXQiIiIiInIzmgyqhgwZgqNHj2L+/PmS9zV69GikpKQY/12+fFmGEhIRERERkafQXFD1+uuvY9myZdiwYQNKly5tfLxEiRLIyspCcnKy2fbXr19HiRIlrO7P398foaGhZv+IyLPcTMvEuGXHcTaJadaJiIhIPM0EVQaDAa+//joWL16M9evXo3z58mbPN2jQAL6+vli3bp3xsVOnTiE+Ph7NmjVzdXGJSKUsJdV7a+EhzNx6AV2/2+Ly8hAREZH2aSb735AhQ/D777/jn3/+QUhIiHGeVFhYGIoUKYKwsDC8+OKLGDFiBCIiIhAaGoqhQ4eiWbNmzPxHREY6C7nKD1/JS3yTnWtwdXGIiIjIDWgmqJo6dSoAoG3btmaPz5o1CwMGDAAAfPPNN/Dy8kKfPn2QmZmJzp0748cff3RxSYlIzQwGBk5EREQkL80EVUIqQgEBAZgyZQqmTJnighIRERERERFpaE4VERERERGRGjGoIiKPotTgvwPxd/Di7D04dyPN7rY5uXqLc7+IiIhInTQz/I+ISMse/3E7AODCzXtY/1Zbq9sl3c1A2y83WsxSSO5Drzeg7/QdKB7sh+nPNVS6OEREJBGDKiITer0BXl6sznoaVyavuHLnvs3n5+64hPSsXBeVhpRy6vpd7Lt0R+liEBGRTDj8j+iBxJQMNPh0DT5fcULpohCRm2MSSiIi98KgiuiBqRvP4k56Nn7afF7popCLcf4SERERScGgioiIFJWYkoH0rByli0FEROQwBlVERC5kUCz/oDpduZOOpuPXocnn65QuChERkcMYVBGRR+FcFnXZfu4WAOBuBnuqiIhIuxhUET3AurZnSki+j9v3spQuBhEREWkYgyoi8lhZOXo0n7Be6WKYYcoMIiIi7WFQRUQe625GttJFKIQ9pkRERNrDoIqIPAoTRagLe+aIiMgdMKgieoCVOyIiIiJyBIMqogfYf0FEREREjmBQRapwKvEuFu27AgPzXRMRERGRxvgoXQAiAOj87WYAQJCfN7rWKqlwaYgcp9cbsPPCLdSMCUNogG+h59luYE6n48BbIiLSPvZUkaocTUhx6fvl6g14ac4efL36lEvfl9QrMydX0ut/3XERz/y8C09O2+HQ6z0txGDvNBERuQMGVeTRtp69ibUnkjB5/Vmli0IqMX7FSUmvX3wwAQBwMvGuHMUhIiIiDWBQRR4tM1tarwRpj72OkQV7LrumIEQPsLeOPNXBy8l4dsZOHE9IVbooZgwGA45eTVHlWoakXgyqyGlOX7+L1+btwym22JOT3LibiRt3M5Uuhqw8rXrNOVVEnqvXlG3YdvYW+v28U+mimNl4+gYem7wVnb7ZrHRRSEOYqIKc5umfduL2vSxsO3sLhz7qJOg1bLAlobJz9Wj02VoAwKlPu8Dfx1vhEhERkSNS7qurR+i/I9cAANdSMhQuCWkJe6pULDtXr+lhIbfvZQFQ38XSlHa/XUrLyDH+f+r9HBtbmtPwT4qIiIhUikGVSiWnZ6HeJ2vw6m/7lS4KEZFqnU1KQ1qm8KCaiMgeNr6RIxhUqdS/h68hLTMHK48lKl0Uj5Gq4h41ko/ap/CovHiyk/J5D19JRsdJm9BiwnrZykNE6pCrN+DDJUfxz8GrSheFSBAGVeTRTCt0Sx6kwibPZuCgUM1YeyIJgPJDjJPTs3Dh5j2HX89WcaLClh1OwNydl/DG/INKF4VIECaqICJNcrQeqnQFlvVnc+7wfdT9ZA0AYNPbbVG2WJDCpSFyD7fSspQuApEo7Kkij+YOFTpy3LqTSRYf13KCGFLO3ot3lC4CEcmAdwByBIMqItIkOeYefbDkaKHHMrL1aPTZOqxycD6jp82JkorfFxERuQMGVUQWzN15SekikIJupmVi8Nx9Dr1WagsnW0i1S+1JUIiIyHkYVKmUp96bpVQoU+5nY8Cs3Vh84Irkcny+/ITkfZD6eervzF3IefxycvWS9+FoUMVAmohI+xhUqRRvsuJN2XAWG0/dwJsLDildFHIBOX4javydMdATTq7j99vOS6j0/n/YfPqGpP3oRBw99moR2abG6zORLQyqyG0kp5tnCrqVlonUDK495QlYQdUuNRy7/Ll1r/8ubbF1MZ9Fai6UfZfu4PY9ZkcjcgbmKiJHMKgit5SWmYMGn65F7Y9XK10Ul/jn4FVM2XBW6WIoxuEboBNunCqIEYz2x99BUmqG0sUgmW06fQN9pm5Hqy+46DG5LzVdS4mE4DpVpCpyXUQvSliIU4vyF0dsExeJmjFhyhbGRXjDte3g5WT0/nE7AODihG4Kl8Y51HYO6FzU7bb+xHUAwL2sXJe8HxER2ceeKpVSW2XBVdTc4771zE3sOHdL6WLYdCedw4FEccIPTS3n8K7z6j5X1UhqUOToq7kuGhGR9jGo0pBrKffR76edWO3g+jlUmLW6TMG6VWpGNv43cxf6/bwTWTnSs4SRdA6P+HOwAnvkSgo+Xnqs0Nw9V70/qZ+YmExK/MYziIhIfRhUacgHi49ix/lbeNnB9XPc0Ylrqfhr3xXZK6oFd5d6/2HCixw9gyq1ccWoq+4/bMXs7Rfxyb/Hnf9mpElisv8RkW1KNh4Y2HRBDuCcKg25zaFdhXT9bgsAIDzQ1+xxoZVsNWQeI9c4m5SGP3bH42baw9+RI72Op5Pu2nyep5TncmX2PyIiUhf2VJFbOHEt1ayV+J+DCQqWhlxNSAX1sclbMHPrBWTJsMirFrDBQJibaZnG/5f6nfErzxN/Kx2P/7gNK49eU7ooREQuw6CKVEVK661pd/1Pm887/f1IWWIrsBnZnhFMaY3Swd+AWbvN/l5/8jr2XbqjUGncw7t/HcaB+GS88pu0db+IiLSEQRW5ha9Wn4ZexgCpYEVPjuArNSMbu87fgl7Ognowfou2scFAmKNXU43/n5yejYGz96LP1O0O7cvRANHdDlXKfS66TtIp2t7ibj9KcgkGVeQ2Np2+4ZL3cXQyeo/JW/HUTzvx1/4rMpeIXNnbwWCFrBN+IkrK/sdzUDVy9QYsOXAVl2+nK10Ut8PTnLSGQRWpipSKRnpmjnwFscHRrEAXb+XddJcd5jwDMpeRnYs0mc9fpYfVuYIaPmOOyRw9NZSHXGv+nngMX3AQrSZuULooRKQwBlXkNuRs1SrYEszKEjlTo8/WouZHq5Ce5ZqGAZJP3+k7jP8v5jLB3ib3sPP8baWLQEQqwaCKVEVKRSM9K1e+gpBLXb6djpOJqfY3tMKVFVSpAbalot7NyAumzlxPUyyCX3n0GmZtu6DIeztKDYHJgfhk4//r2PpCMli07wpG/XUYuZx/S6QpXKdKpXhvti8xJUPyPv62Mb9JrzdApwPG/HMMBy8nS36vfFw8uLD8oTN73u+IyBB/hUsjXE6uHj7eeW1TSakZ8Pfxlr5ThSKF/ExtTSsUQ7WSoYqUQescvWyrITgk9Xhr4SEAeb/FXvViFC6NZ+JPkhzBoEqleJO1r/eP2wRtZzAYrLYgrz5+3eLjWbl6VHhvhcNls2Xb2VvIztXD15sdxQXF3053KKhSohFiyYGrGLnwEKY+Wx9NKxZD48/XAQDqxoa7vjAyun2Pi4w7Ssx5KClRBat8HiE5nb9FIi1hrY40K0FiT1W2jUVgbQ27cDT7n6mE5PuS9yGng5eT8eT0HTh8JVnpoqhefoPH8AUHkas34OW5+3Dhxj1lCyUjVzfoSPk9FQxMzialYce5WxJL5DiOMCA5uVPobDAYcPl2OgwaaTHmT5kcwaCKPNbMrY7NH3HHVuLeP27D7gu30XfaDvsbA/h02XE8+t0WZGRzHhupR8dJm9Dv5504dyNNkfeXo8GFtIVHXJhv155Bq4kb8O3aM0oXRRD3u8uTKzCoIrdnrWFs65mbDu1v/6VkTPjvpKSAQm2Ndfkdc5k5wuZ7zdh6AcevpWLpwQSZS2L7i9FKKycp68x1ZYIqMaScyvwZeAZ3Cti+W3fG7L9E1szYch6zNZY0KR+DKpWyNIzENMsUKed/M3dh2qZzmLrxnNJFKcTVLeW5LqzdLTucgHrj1mD7OceCYWfisC8C4F61YFJc/tX1/I00NB+/Dr/uuKhkcTwKG/CUcfteFj5dfgIf/3tck0uMMKjSiJT0bKWLoFl30rPQZ+p2/L4rXtb9nlVoiJEt7jg0EcjLrPf67weQnJ6N/jN3AwD0Ct30nB5AyfQGWhmK5k4BqcPZ/0T+bt3pOyP7Plp6DAkpGRjzzzGli0IKu5ZyH3o3TrVvOgIoR4Ofk0GVRtxmFiCHTV5/Fvsu3cF7i4+YPa5UpZzEy8+sly9Xb0C377coUhZ7p420rG7Kc9fA3BXErFMl6TzhIfIotpIqkedYdSwRzcavx5Df9ytdFLKCQZVGsGHScbespIg+70YZ2/JppXdCqlOJd3E9NVPpYhiZfu+s8Houz/j1kSn2GjoPh+CZm7Ypb8rBf0cTFS4JWcOgilTFGa3k/x6ynExBck+Vi67328/exKBf90pe7NiTWzvPXL+rdBGMbJ12OnsbuADrMY5jBdt93M/KxfRN53DezjBv/l7IEyXdzXBK0Kv1nxODKo3gzdq9iLlwPDNjF9Ycv45nft4paiy16bZzd15C5ff/w6bTN0S8s+s5q4JirbeS1OW3nZeULoIgCcn38dzMXdhwMsnscTE9xZKy/zn+UhJo0ppTGP/fSbT/epPSRfFYYobTyo2/MesW7r2Mxp+twyfLjitdFNVhUKURnjKsy5UkX69dfEjO37yHtxcdFrTtgj3xqPXxKuy5eBsA8OGSowCAoW4wFlunYyODMyn53X7w4DwVSqnr4qi/j2DLmZt4YfYe8/I4WBz2dqjP3kt3BG3Ha5F4er0B++Pv4H4W1znUos9WnAAAzNp2UfZ9a/3nxKBKI3jhNpdy3zOzIf61/4qg7d796wjuZeXitXnaCqKcdZ678uej9d+qlir4QocL37mXhUlrTuPSLXnmUd64a3k+n5hDr7XzZPPpG6rv6SZtmLvzEnr/uB3P/7Jb6aIQyYpBFWnSqL+E9dg4lQorn+6Wuc1gMOBq8n2li+EyP285D3sjPKduPIfnZu5CZg5beYV656/D+H7dGfT4YZss+7M6l0BjgZJQ97Ny0f+X3Xj+l924l2l/7RitBYxyyszJlbQwvCfIX95k94ORFETugkEVadJmjbeYyjXBU683FKrkmC6OW/BtxI5Rz8jOxaxtF3DxpmsyJRYs7yu/7UOLCetd8t6WjFt2HEP/OGD3eJl+rVIO7bLD17Bon+3eyC9WnsSWMzfxzwHLCVgslcnT7Tp/C4Dze7if+XkXqn74n9utI2MaJKQLGLKlpd5OOen1BtT7ZA2qfrhSlsRAnvo95lMy+5+nf/dKMf3atXgLY1ClUpxDRfbsuXgbNT9ehdpjVxsfu3DzHp75eZds7zF5/RmM/fc42n61UbZ9irHq2HWLj4sNGJIdrEzP3HoB/x5KwMlE12UPTEwVluUxw0N6qlLSs61WrpS6TtqqcGVk63HoSrLL3z8zJ9ftU1Dr9QZMXHkS609avi4oLS0rxxh0jvrriJ2tqaAbdzNxh0mF6AEtXs0YVKlUwWFcbHU2p2RWILV4bd5+pGflItekVXzMP8dkfY/dF7QxPMPe2TB47j5J+8/JVfby/sXKk/jn4FVFy6CEvRdvo84nqzF8wUFJ+3H19ULIcg1yxj8JyfdR5YOVGDb/oHw7tULJIcb/Hk7AjxvPYeDsvYqVoSBrZ5bQ+a829+1ht7lGn61FvXFr3L5xQIyzSXfRauJ6/Ln3stJFcQmtn/IMqjSCQQTJ7atVp/Dod1uQnmV/joQ1Sp2VUzacM/vb3W/BUzeewxsuqDAD6voup27MO87/HLQ91NHV1DZ3cd6uvFT01tbkczVn3a4SkqWt1ecMzjwT7MUW7po9L7+dkPUe4J1Fh3H59n28IzDzryuIjXnn7ryEtl9uwOXb6c4pkIpoKqjavHkzunfvjlKlSkGn02HJkiVmzxsMBowZMwYlS5ZEkSJF0LFjR5w5c0aZwsrorYWHlC6C67iwrqLkEMuCH/PEtVR8uOQoku7KW2m4mZZptdXvhw1ncfxaKv7co60WsOxcg6KVRzE3FCHJJN6V+Wa55vh1fLPmNOcEPDB72wXZ51LZ+26FfPdy1hfVdqzVVh5HOHJ4XHlHOXg5GdXGrMT7i6UNM7x8Ox2j/jqMs0nqWSCdHsqSYW6e0j5cchQXb6VjnIB1rTinyoXu3buHOnXqYMqUKRafnzhxIr7//ntMmzYNu3btQlBQEDp37oyMDPW1bomxaN8VTZ5czuRu30fX77Zg7s5LeGuh/K1RP20+b/x/SxW5HDebVK8Es0QVJo/P3WF7MdubaZlYIPOwjkG/7sV3685gw6kk+xurQME5FNYaAb5YeRIp6eKCI4PBgI//5QKVJJ7Qq6JS96Lv1p4GAMx7kEnPUYN+3Yv5ey7j8R+3y1Est6GWu6Ia59c72iAkR/IWtdNUUNW1a1d8+umnePzxxws9ZzAY8O233+KDDz5Az549Ubt2bfz6669ISEgo1KOlRewFV5/lR67Jvs8T11IFbyv0lPh5y3n7G5Fgln6LZnGAyR9X7lhOB//+4iM4m5RmNh9ObklW1lJSk/UnrxcKel79zfLaalM3nsOYpeIWB3YWe0dNylE1GAyiU3JflGn9LWt4/5Fu3YnrGDx3r+oSMeQn4bmb4fgwcLGEDp/l3Cp1/vZcdVi0ePQ1FVTZcuHCBSQmJqJjx47Gx8LCwtCkSRPs2LHD6usyMzORmppq9k8NCrZOqLG1QinWFt5UwqHLyQ69ztpFSczFSg0XHLkv+I5+Jh3yhnm1+XIDrtxx7rjtYwmphYIhscHRvF3x6P3jNqfenBw9NK6syExac7rQYyuPJVrd/siVFGcWRzBnfkf9f9mNamNW4rbNyvfD999z8TZWHLH+nSlBjRVBpb04Zy9WHbuOiatOyrI/NVz/ieSm9UuH2wRViYl5N5Xo6Gizx6Ojo43PWTJ+/HiEhYUZ/8XGxjq1nCTNPwevotFna3FXwAKU9sgx2bznlG1ITpe35VFK4ghLtNrY97fI7Fkf/3scl26lY/wKeSotthTMxPS7A0NwUiW2DNs7rqzYKkfsb850+y1nbsJgAP47KqwnfKmAJB437mai1cT1+G6t9ucYu8KttEwciE82e+yP3fHoM3W7nWDXvqRU5zUKLtgTj46TNiH+lroTArCRWDg1flO8t1jnNkGVo0aPHo2UlBTjv8uXtTVpX6p7mTmihpy52tmku2ZDYSauPKVgaSy7mSbfTfJmWiaqj1mFyevsV37UcF1z5s3x46XC08Ob1mFNx21vOJWEPRflTwt/5nqa2d+Hr6qjB8WUO1dclB4WJPTdVx9LRIevN+KoE88PIY1DUzeew+Xb9/HN2sI9g1Lczci22Eur1YacfI9+v6XQY6P/PoJ9l+4Y5zJZIiRbnb2vxlLQJvT7fPevvGHFH6lkmKw1p67bTopxLeW+6PmTbsuNIhixvw8tfnK3CapKlCgBALh+3XxRwOvXrxufs8Tf3x+hoaFm/9TAVetUPTZ5K7p+t8Ulk9qFDJGavvk8Vh7N61lce/w6Ok7ajCemOWcCrZornV+vOY2vVp3CUpmz3Fn6xGpNW+toT87q49fx9E87cD01Ay/M2oO+06wP/1WalN5SlR42p5u17QLqjVuDE9dS7X4HliqjQ/84gP3xdwBImDgtsJfw5bn7cO7GPcnrpEmVq7f9OWdtu4DO32wWlX30Wsp91Pp4tdOuz3K7n5WLfZduQy/gPnTdRm9SwVESptfPuxn2AwFbDQJTN55D/XFr7O7DnswcbScEaPnFBtT5ZLX9DZ1I6YYbuWXl6PHx0mPYcFJ6Xc/NvhpZuU1QVb58eZQoUQLr1q0zPpaamopdu3ahWbNmCpZMHs6qP124mTfB+V8nrwMzY8t5VB+zEgcFzEF65bd9WHk00TjE6uhV5/SkKbvWjP33/mHDWQz744DT38nWzUPOwHPPxdsY+ech3BLQszdDYnKNnedvo//M3ZL2YUuhRg+z50Tsx5lzqtw06Br773Ekp2dj9N+OpZL+91ACev+4HRtPJaHy+//Z3X7fpduYtPoUskwqqmIP232RiScAYMPJG6Jf46ix/x7Hqet3RQ0PXH44b3hiwWFygDrPvYGz96DP1B2YufWCpP3YuiY2G79e0r6/WOn8ocukLXL9lObtuoTZ2y/ihdl7ZNqj82kxdtNUUJWWloaDBw/i4MGDAPKSUxw8eBDx8fHQ6XQYPnw4Pv30UyxduhRHjhxB//79UapUKfTq1UvRcjui0IXbyTepZU7IZGfq0+UnkJmjx6i/hKUMn7n1vCZ/UADw174r6PnDViSmODeVv1wVl0+Xn5BnR3b0nbYDf+2/gjEChvWJLZOlr8LeEBM52TpXj1xJQV+ZWvN3nb/18D3t9pY4doK48ndnrYI6d6ftVPRA3vkvJSgdMs9ylsGC+kzdge/Xn8WvOy46/F6OtHqvPXEdby08JKj3wx6h54KgHg6ZTpBTiXcx6Ne9OJ4gIuOphGvejge/nfyFkt3Z9nO37G9ENmm1/mHNNRnrI85sNFFhe4womgqq9u7di3r16qFevXoAgBEjRqBevXoYM2YMAOCdd97B0KFD8fLLL6NRo0ZIS0vDypUrERAQoGSxZeHsoWpZCgwXyMnVI+luBradvVnouXM3nJMieOy/x3Djbt6CuLaGeEgxcuEhHLqSgk+XO3d9HKH1NClnjt3ePAd2vv5EEg5fSbb8fiq9kznaq3kjLRPdf9iKPRfvWHzeUvY7WxYfuCp4Wy3fnD5cclTinIq84yVl4cxTiXfRc8o249+m1yRHgqSzSWmYsuGsMRGNkF0s2ncFby44WOhx8YkwHr4gJ1eP33fF4/yNNBuvcL5+P+/EmuPXRTU4OPv6kJ2rt3tsXdkLt+SgsN/7qmOJsi8crwZqvR94OlcdFy3ew3yULoAYbdu2tT1USafDJ598gk8++cSFpSJHpGZko/bH1sdMS82wZM2sbRdx4eY9l6wVcs9OhsKE5PtYfOAqnmlcxqnlUNt96X52Lnr8sA17P+iI4sH+suxz1raLsuzHmvtZtodvmSZ7OWyS9jt/iJQ1i/aJy3DoSZWMzBzxQ+YeyrsdS5mT2PnbzQUeMVj4P+E6TtoEALiVloUx3asX2LP1Pa49Ie981193XMIny/IafC5O6Gb2XHJ6NjJzcuHv4219BzLVdPKv8ffs/Lby6fUGpMrQa2fNzbRMtJiwHo9Uj7a/sYsctrGEgOm1YPDcfSgW5OeCEpGrqXEorTNp/RanqaDKk7nbD2vqxnN2t3FWBfLo1RTcTFN2AUaDAXhy+g5cuXMfex3MTif0nDANUHNy1XPJupacUSiocvQ8/2HDWRlKZN1TP+106v4dYem72mkyPFDqNePIlRSUDA+QLfAVS8iZau8zil1EV4hPHqTuF+OOSa/bgct5vZZyXdOFXCdNh//tvWT9erP2xHW0+mIDdr/f0eo2StV6nvtlF7adtTys7X5WLgwwINDP8SrNwr1XkJmjxzI7DSHOcPRqCt5eZH1ovJCv/JYLGgpzcvU4ce0uapQKhZeX8yslys57Vgc1Vv3crT4qJ00N//NkYlu01Sr/5p7MdKm4cuc+AFitKDiD2PW9XJ0h8ebdTHwjckicEtTQY2SpDE+bBH9eEu58hy4no/sPW9Hw07UO70MN5DxOBgOQnJ6FX7YJS3RgaVizM9j7iIcuJ2PN8etWn89PVpQvSebF1TNzcu322gth7TqZqzeg+kcrUX3MKoezOSamZGDTaWE9glKviJaSD740Z6+qlzbJN+rvI+j+w1bRw5blkp2rx+Xb6l6Di6zzhFiMQZVKFawPTfhPXVmBjlxJkXRxE5LWltRP7vlar87bj+8ErNFF8pi59QKmFOzlM9ie6O6M3h9LpN2A884tvczRb91PhKe7fnbGLlnf21E9p2zD1eT7Vp9v99VGm6/PydXjsclbjX/P3HoBswUGlkBeRrwaH60SHVjdvpclaO5aWkaOMXi+JWAEgqWkHU3Hr8PO8/KvZ2fJptM3Ci3wnnJfeCNjzx+2YqMLlkCxJL9x19kjA/IVPPxP/7QTrSZuwNYzLmiwUEkVRa4lT+RMEe/UrLXO27VLMKhSKTW0hFtzNfk+uv+wFa0mbnB4H38fENLzpuIvQUaODHHYfvam0xJtkH2zt19Uugh22bsXZ+XoMW7ZcXy56hSSUoVNcv9583lU/XClcS05qWyVUcivwl6CHTVfR6Vw5ec6mpBq7FUH8tYS/Pjf43bnGebLH358MlF4Ns71J6+j/rg1DqXNNxgMooIUsQqes7Z+ZokpGRaXkMjvObyafB/TNp0TlXL/0JUUDJilnbTYUhQ8zfddyhs6+8eeeNcXhlxC65dsBlUk2tkkx7NG5d+AslU0t0cqaxUcZy6q+4wTW8FNeyLsBXxqXTjYXZkeD3tfvb0jY9qLk2m2BpP1Y/7ZirxU93KsnwZIDw7stZgrdZUR+6tQY/CXk6tHrt5gtbcvW+Rog+sCA3fgYVbM+Xsui3oPIC/7ap2xq7H7gmt6nmxpOn4dGlgYQpt/3Xxi6na7o1B+WH/GYqp7FZ4ysjM997p9v+XhE57w4WUm572at33rGFQROYmt7nYl7wnJ6baHyPwrIWMauY7diriIO5+tfVk6H7Jy9U5f70dM+nhrtDLkxVlyHRxmnZOrR8svNqBLoQyID4mtV70mcF0wqf7en3feFBrWKpObaVk4JaLXzZL8707I2kFfrT6NQ5eTJb2fVpn+5o6JWM/MXUkabu/h10JXYVBF5GHqfrLG4pCUfKa9iK5OVEHycfTIFTzmQ/84gM2nbxTa7v3FRx18B5P3slFIey34zlp2QQuEDhnuPbXwGlCmx3eTheMKAJdupyMxNQNnktKszn9Ve71KzvKVG7Xc+P/rTyah87ebCyX4EEOOln5PuDJz7rU5rX8bntDDxaBKpTzh5BPLYDDYnHAtlNyZB60dK1vd7Uq39FhbjJbch6PXEEsVdtW0Ept8JiFpzeVOVKFGtj6ipR6OW/ceNqg8/8tu+/t35I09gJTeIzkaq1z97a8tkEFSzFIgjq4vlqvgOcZ07vITtPyD84vhVAyqyKXEVPQK/gAvilwbxpoctn7B0Vtyrt6AXaZrIclVHBJETB1DzLEpWIFwVqNORnaupBZ+sZSqk9kKQuUok5RKuWxZ7iScJLZ6ygFtZBcbvuCg4CFVcg69UsqcHRfN/haTpfUNB+dg8lZtnbv24mn9UzGoIs3I1Tu2BomzTVx5qlCKXCBvmIi7mbXtgkML4VrKxuUG9QzFGQwGJCTft3iDtTcx2drTBoPzjk2fqdvR7quN2Hz6Bu7cy8LhKynOeaMH5PwYJ68Ln0fz0dJjMr5zYa5sRV9lJdPj5PWOL33w5apTDr82X/9fdmOJA/Pu5Pzm+v+yG+kCsiCm3je/P7hiJIojgZyzsiZuOGV5mKk97hCMOiJXb8CGk0lITre+rMBSzn1WJQZVRBKtPn4dk9c7PilaS/eNhXsdW4S65RfrZS4JAcAHS46i+YT1qPDeCuw8b762lJz1Nrkq8fk9OH/tv4KJAirWRxOEB12mw5Pyf1O2flv3BKYEzydXsgBLFeocSdlQLb/2j92Op502rVzP2Gp5TaqC3+17i4/gY4HBpL0h2EKCjs2nb2D4goOC3s+UHAsR59ty5iZWHrO/vECdT1ab/e0lw4/T0jxHU7+bHP+VR6/hbJL9RgEx340rMr96wvBdAPh02XF0nLTJ+P3P2nYBL8zeg8d/LDwnMt9xDSwW7YkYVKmUh1xLbCr4Faj5OzkjohVb7Rbtu4x3Fh1CTq58PYN3MwrfrDlvULp5ux5WnJ52oAfREp3ONcfG3hAwAIXXYrNxDXjp172FHlNjpcxSkYbOdzxF/doTlnvEHVnjKV9vG5U5S5JSM/D7rnjM3n7RZsVc6NpWzjxsSXczjetEKcf5P7C5O/Kyc247exOv/LYfHSdZz+Roi8FggMFgUGT5DCV/vq587xlbL+BsUhr+2p/XaPnv4WsAgAs371n93sX24mkxpbr6rt72MagiWSw5cBV/7hW/poj7EHeVSUh5mHBD7AXqZKJzW6j2xyfjz71XsOzBhd0WKRdXFdZ33YrpsZnw30mk2ajsmh4LS8fFGVkgHTp33DQQt9frcC3lvtkQY9NjdOOu8ouAm85TtfWzrjZmJX7c6JxU52KM+Ud65kop3ll0CJNWSx8CKYTpENsVR2xf0y/fTse4ZcdxzeT+9MLsPeg9dbsiQ/E87RZhHMZt8l3L9b0zpbprMKhSKS214mfm5GL4goN4Z9Fhp6U5zs7V46CK1+oQe7yG/f6wZVrsBUpKC7QY9tazInUzbZmctukcvlxpnqLcE26MapyT4ci1vdn49Wjy+Tr5CyOTqRvPCd524krXBBNqlpqRg+8lDBkX6k6B+7G9gPbpn3di5tYLGPSg1zcnV4+Np27gQHwyzt9wXYKZfNZ+vp6amU9D1UKP5aN0AUj7TOcDpGflICLIT/b3GP33ESza59h8HldYc/w6snP18PUW1k5x16TXQIlshGqqa6qx4usOCt6AT0hYsFQtlZgUkcshuFOyGNMhtGprdJu707kLQZN4JxPvot64NSgRGmD2eGZOLm6mZSEmvEih1+Rfio9eLTwaouA5Z+0UPJmYiqTUTLSOi3Sk2OblUcl1Ry20/m2sO5mEnFw9fATWk7TIfT8ZqZKjlQE1B1T5/jloORvP/vg7DmWpskaOGOS20F4okccrMSUDmTnC5k2YDjEhYcQcerVVvOVwS2BPuN4AvDh7D/bHJzu3QAphO8RDQ37fb/FxNtbkSUzNMP7/0aupqPLBSrSYsF504hWhX2eXb7eg/y+7cTYpTdT+SRytnt5/7HHvaSIMqohkkmolHW3vH7c7lKXKmSb8d9LuNjqdTlQt/sz1u2g6fh06fyNsQvQrv1muDJEwso6Rd/B1G04mYcSfB23O17LGGfO08u2+cAvr3KiXyt2YLkBc0OpjiaIWm9569qbo97+WkoHxK04g103X+hHCWiOgKVvJDew12jw5fQfu3MvCpDWnxRbtITdIVJGcnoX1J6/LkvjJ9CvPL97SQwl4Ze4+WbNaOtNZEUm9tBg4cvgfkUy09Pu3lI2voIxs+z1OpjfW/x6sZyPXIs1UmLjFfx0LWqZtOoc7AofZvTB7DwAgMsQfo7tWE1E25/akZcmYuVJtDAbbg6Lm745XQXY72/ZcvGPx8fhb6Xh57j6H9ztVRBKM6ZvPo2JkMJ5sFOvw+7k704YbW7/X8zfS8M/BBAxsWd742O17Wag3bo2095f06rzhwrsu3ELbKlHw81GmD+HxH7cbFzzf+m47lC4aaHXb/CDW2ue29PiwBwsrx20OwYhH4qQUVVYrj15DybAiqBMbrnRRXIpBlUq54cgdAM5tnSZ5jf/vJBqXi1C6GGSFo4v72mOtwmsryE5MyTD7+9Kte/h+3Vm80qYCKkeHOFYQN+douvfnZ+2xmS1wlIsS2ThDgsQhwXN2iJvbdTWZQ5CFsnW6dvl2C7Jy9bh4y/XJLGx5duZOHL2aitfaVsQ7XaqKeq1c87nyAyoAePevw5j3UlNZ9ltQwaQkSjpxLdU4EuXihG4Kl8a1OPxPpdTc62Fr2JGcayG40yRzT+BoV70Wu/i1YPu5W/Y3EmHUX4etPvfPwQRcufOwh3LArD34a/8Vm+sdObOnSs3n1IH4ZHy+4gS6fb/VodfbS7+uZc46bkmpGRYf/27dGczYct45b6px/x5KQPcftgnaNr9neN8lyw0yjrJW1xB6nuQn3BAy1NEVbt4VFvgI+XxqvsZdvKmu4NqVGFQRycRVE6Ndei1lx6Kq5C8OCUg/38S+fImdiolpAJXfOntXI+P8Xe2nze5bkf/vyDVRc6JcYegf1hdX/nT5CReWRD3sNWoM/eMATlx7eBwL9uq54tag5sDBEZ6SzdAdkyQJxaCKRCvYG+UZlwnHaD0DVcG5V+dvmmd0Mh3O6Sk3DHckx3mapIJFaEl5by+y3qNpj7MqYwdUvMahUqRm59tw6gb2Xrxt9pjctztrc393XbiNpLsZ+Hv/Fby18BCy7cyh1PJ9WJslt5XgRMSPXIMfnkEViWZ6gdp94bZHZ1Aylas3aPribYlpS+Wei7eRnSvv53O370vV+FWTysl5Odhy5iZSrGRkJWCTDMNIn5i2w6HMn0It2Gs5/fbte1loNn49Rvx5CIv2XcHi/baXLLmRlul2Q9IKNmKyUVMdGFSplFZ6T5+cvgM/rD+jdDFUYfx/J/HMz7uULobTLDtUePiXJ3fzK03O+YtK3I6dmbTmXpawtdK0xt0bIf45KN96fgDw8q97AWjnfqpFm04pM8fPtDH3jp11F7NzDWj71UbcShPem67ET+2jpcewYE+8WYB0/ob2gkFPrhcwqCLRClbmTDMu2fstufuPbcd58+QAbl4Hwh+74yW93mBgB4qjJM+pcuNv/l8LDQDuYPeF2/Y30qAZW84jV2/AfJkXBt114TZ+3XFR1n2SOWuLL6vROQ0EKO/+ZZ6907S39b6NxiJmVlYHBlUknfvWzVQpLUOZIS2WekZ2ns+r5B26nIxv17LHUs0McHx4qtyNAzqdjt0HDnjqp51KF8EpPl1+An/tu2L1+RSB66ZZMuafYw6/lsTRWor6pNQM/Hsowe6cLFe7eNPyWo8nE60vnCumkazfTzuxYI+0BlFbPPnSzqBKpdw1TvHkH5tclGptO3fD+sTmnlPMU+8eFDgx3F3PczXac/EOyo9egY+Xiq9kfrnqlBNKRPTQx/9aPi//2B2PNxZYz95H5KjO327G0D8OYMaWCza3G/XXYYxfIT1LpNDGqcwc+8OXbe0rPSsHp69bD8B2nL9VqEdMTpduWQ4KxdLiaAoGVRqlprH1hSZMGgx4V0IGKFKnLWduCt6214Mgy2AwCLpBkOvM3n4RgGuHpur1BuyPl3cNG3Iv6VaGNo3++wg2KjRvh7QlO1cvqm5050EP6IZTttfEnL/nMqZvPg+9i5JySb02d/52Mzp9sxnbzj68Z7vyev+ZDAGoVjGo0qiVRxOVLoJFT/+0Ewv3XrGatcfTjLXS+upOlh22Pn9l4Ow9qDFmldXnT1xLhV5FDQRakpBieUFTJd25l4X0rMLZwKZvPl9oIWD2WpOr5DBDrUViEjeomU6XN9+o8Wdr0e9nB4bIWjg9nHHGuGpO+eXbecMwlx2+5vT32nPRPed5OspH6QKQZfZ+e/8cTEDXWiVdUhZ7TOvE8bfT8c5f7KXKZ5rEw11NXnfW6nMb7LQwPzZ5Kwa2KC93kTyClAVkk+5m4HTiw+GccsW19catgZ934ba62dttD68hciYu+2FZg0/XKl0E2Ww/dxN30rON83wJMA0NnRXQXbqVjkblIqw+//wvu53zxirFnioS5FhCCtp9tRErjhRu+RB1u3L39H8k2i/bWOF2tcafrcP/Zjon/X+WwEnfcqaEdwdqGtJNpGXWEpt8vPSY4NEjln6OOx9k983MyXUouUXBHtPsXD0W2UjQYrt8lq8XZ6zMpXLW5cXedcvaemjzd8djqYUsrVq/DjKo0ihX10eGzNuPCzfv4bV52kmfSq5xysaEWCIS5m87C5gSkXWmdfE6n6y2uM3xa6mYte0i3lxwEKdsZNKz5pkZu9Bx0iZU+WAlWkxYLzoAKLjm1M9bzuOthYcKbSdkr8uPJCIrp3Bg98g3m0WVSSiDwYCx/x7DT5vPSd5XYkoGRv19BMP+OGBzntqLc/Za/IxqxqBKo/5zwpyquTsvIcFCStSsHD0ummRzKXgh0XrLApGny9E778a15QyTDAixROaFb4nIssUHrqLrd44FH2eT8oZNJ93NFNwrb82W08KTPxV0My0TcR/8Z3ObP3ZfxuEryQ6/h6n8gPTzFScl7UenA+6aLAtjWnvcfu4mjlxJMf6979Idza05yKBKw+ReCPLDJUfx6PdbCj0+0kJLChG5j583O28I5nMzC4+pv5mWqbmbJRG5D9MOErWNtpCzobrHD9vsbySAtYWHxQ7jLrhIcf5nvXE3E8/8vAuvFhgNlZ6trezBDKo0bO8l+SdkJlsYi1yw8lPwR8R+KrKk7ZcblC4CCWSaetcZrqeaZxkTk57fU+h0OiTdVV9GRyItkFIPSbnv+OLSzuDIZ8nOMWgmIYtpHTL+dt4oKGvr1GkNgyoNm7hSmQU5pbSicGq657go0wKA5HzMGaE8HYBBv+5TuhhEmmOpSrL9nNSGG/v1nKNXU5AjYQignIvbLth7GY9N3irb/mwxrQMWrA/aWnQYyLvXzNv1MCvy67/nLey93AXp312BQRVJJibGciRjDhE5V6rKWmo90abTN3DocrLSxSDSnD0Xbxeq3D/zs3Oym5rqM3UHPlhy1OnvI9SJa6mitheymPGc7Rfx3MxduHUvS9A+79jZ7sqddMzadtH49/FrqbgtcN9awKCKRJOSCvlYQioTWxCpzD0r4+WJiNRu7YkkpGUWXnTcFebvuSz7Pl1VRar7yWqb2fzOJqXho6XHsOXMTQyeK08v+qpj1ws9Vn/cGln2rQYMqkg0qUHRoF/3ylQSIiIi8nRSg6rVxxLRfPw6LDlw1WUjalwVPFnrkUrNyLGZzW/hPssBo0vXGNRYI7yP0gUgy4SeswaDwewEv3w7HaXCi8DbS72TJNaeSFK6CEREROQmxvwjLdHByw96YoYvOIhfd1xERJCfHMWyyVXhQoX3VqBO6TDRr5u+6bzFx601rC89lIB1Jwr3RHkS9lRp3HuLjxj/f/WxRLSauAEvzdnj1Pd0aSsFERERkYvsj08W1UFyLaXw+p6CuLAT5pDJ+k/OMuyPA/jnoGcvleFQUJWcnIwZM2Zg9OjRuH07L633/v37cfUqFy90tT92X8b83fEAgBlb89aa2XBK2mKbptlsmFiCiIiIyLJVRxOVLoIssnL0nPMukeig6vDhw4iLi8MXX3yBr776CsnJyQCAv//+G6NHj5a7fCTAqL+PQK83YP+lO7Ls78U5D+c8/W9G4Qw6/NERERGRu9px/pbSRXCZ7pO3YuuZm4j74D80n7DeoX2wXphHdFA1YsQIDBgwAGfOnEFAQIDx8UcffRSbN2+WtXAk3F/7ryDHTnrM7edu4uLNe3b3ten0DdxKy0RaZg52XZB/gWEiIiIitUp3MCOqwWBAYkoGjiWk4Mqdwms1Hr6SbPz/3RfVUb86cjUF/5uZ14B+LUXcAuT745OdUCLtEp2oYs+ePZg+fXqhx2NiYpCY6B5doFp00M76JhtPJWHArLy5VhcndLO7vwafrsU7XapYfI5zqoiIiIjMTfjvJKZvtpzgAQB+3XEJX/UNd12BHFAwAVpBqRkPMy3+sTse43vX0lqSPqcRHVT5+/sjNbXwAmOnT59GZGSkLIUiQAdxgUv8bfMWkQs376FsRCAOXUlGxahgY0AFAGP+OYouNUqgeaXiNvc5ceUpi49vPMXsfURERETjlp/A4aspiAj0M85t17JzN9JQKSpE6WJokuigqkePHvjkk0/w559/AsjrtYiPj8e7776LPn36yF5AEmbLmZtmf0/beA61Y8Pw/uKjqFA8yOy5X3dcwq87LgnqsbLEdDVsIiIiIk+Vqzfg7/3iErVdTxU3zM6VsnPFdzuxoyqP6DlVX3/9NdLS0hAVFYX79++jTZs2qFSpEkJCQvDZZ585o4yeSeIIuwV7L+P9xUcBAOetzKOautH6StpEREREJK+cXD2afL5O6WJYNXHlSeTamaNPlonuqQoLC8OaNWuwdetWHD58GGlpaahfvz46duzojPKRE32x0vpK2kREREQkn8u301Hp/f+ULoZNG07dwII9lwVv/8fueLS0M53EU4gOqvK1bNkSLVu2lLMsRERERERuSSsZld9bfETwtqP/Fr6tuxMUVH3//feCdzhs2DCHC0NERERERKQ1goKqb775xuzvGzduID09HeHh4QCA5ORkBAYGIioqikEVERERERF5FEGJKi5cuGD899lnn6Fu3bo4ceIEbt++jdu3b+PEiROoX78+xo0b5+zyEhERERERqYro7H8ffvghJk+ejCpVHi4MW6VKFXzzzTf44IMPZC2cJ+PyukRERERE2iA6qLp27RpycnIKPZ6bm4vr16/LUihizn8iIiIiIq0QHVR16NABgwcPxv79+42P7du3D6+++irTqssoK0evdBGIiIiIiBShtQ4G0UHVL7/8ghIlSqBhw4bw9/eHv78/GjdujOjoaMyYMcMZZSQiIiIiIg9i0FhUJXqdqsjISKxYsQKnT5/GyZN5i8dWrVoVcXFxsheOiIiIiIg8j0FjUZXDi//GxcUxkCIiIiIiIo8nOqgaOHCgzed/+eUXhwtDD2krNiciIiIiko/W6sKig6o7d+6Y/Z2dnY2jR48iOTkZ7du3l61gRERERETkmTQ2+k98ULV48eJCj+n1erz66quoWLGiLIUiIiIiIiLPpbGYSnz2P4s78fLCiBEj8M0338ixOyIiIiIi8mBaS1QhS1AFAOfOnbO4KDA5SGMnEhERERGRpxI9/G/EiBFmfxsMBly7dg3Lly/H888/L1vBpJgyZQq+/PJLJCYmok6dOpg8eTIaN26sdLFEYUhFRERERJ5Kr7EOBtFB1YEDB8z+9vLyQmRkJL7++mu7mQFdYcGCBRgxYgSmTZuGJk2a4Ntvv0Xnzp1x6tQpREVFKV08wTR2HhERERERyUZrdWHRQdWGDRucUQ7ZTJo0CYMGDcILL7wAAJg2bRqWL1+OX375BaNGjVK4dMJpbRwpEREREZFc7mfnKl0EUUTPqWrfvj2Sk5MLPZ6amqp4SvWsrCzs27cPHTt2ND7m5eWFjh07YseOHRZfk5mZidTUVLN/asCQioiIiIg81doT15Uugiiig6qNGzciKyur0OMZGRnYsmWLLIVy1M2bN5Gbm4vo6Gizx6Ojo5GYmGjxNePHj0dYWJjxX2xsrCuKahc7qoiIiIiItEHw8L/Dhw8b///48eNmQUpubi5WrlyJmJgYeUvnAqNHjzZLvpGamqqawIqIiIiIiNRPcFBVt25d6HQ66HQ6i8P8ihQpgsmTJ8taOLGKFy8Ob29vXL9u3l14/fp1lChRwuJr/P394e/v74riicKOKiIiIiIibRAcVF24cAEGgwEVKlTA7t27ERkZaXzOz88PUVFR8Pb2dkohhfLz80ODBg2wbt069OrVCwCg1+uxbt06vP7664qWTSwmqiAiIiIi0gbBQVXZsmUB5AUpajZixAg8//zzaNiwIRo3boxvv/0W9+7dM2YDJCIiIiIikpOgoGrp0qXo2rUrfH19sXTpUpvb9ujRQ5aCOeqpp57CjRs3MGbMGCQmJqJu3bpYuXJloeQVaseOKiIiIiLyVFqrC+sMAsaZeXl5ITExEVFRUfDysp4wUKfTITdXWznlC0pNTUVYWBhSUlIQGhqqWDl+3nwen604odj7ExEREREppWZMKJYNbaV0MQTHBoJ6qkyH/Kl9+J+7MDBVBRERERF5KB10ShdBFNHrVJFrFAtSX0ZCIiIiIiJXeK5pWaWLIIqgnqrvv/9e8A6HDRvmcGHooYggP6WLQERERESkiLplwpUugiiCgqpvvvlG0M50Oh2DKpnULh2mdBGIiIiIiBRROSpY6SKIIiiounDhgrPLQQUUC+bwPyIiIiLyTDqdB82pMhgMXKSWiIiIiIg8mkNB1cyZM1GzZk0EBAQgICAANWvWxIwZM+QuG0nQp35ppYtAREREROQRBA3/MzVmzBhMmjQJQ4cORbNmzQAAO3bswJtvvon4+Hh88sknsheSxPv6yTr4a/8VpYtBREREROT2RAdVU6dOxc8//4x+/foZH+vRowdq166NoUOHMqhSSKCfN9KzzBde9vP2QlZu4XXFokP9cT0101VFIyIiIiI306FqFNadTFK6GKohevhfdnY2GjZsWOjxBg0aICcnR5ZCkXht4iILPbZ9dHssfKUZTo7rgtYmzy9+rQV61CnlyuIRERERua23O1exu00RX28XlESatztXwdGxnQVt++Fj1VFJYxn6nEl0UPXcc89h6tSphR7/6aef8Oyzz8pSKBLPUr6Q4sH+aFQuAgG+3pj0ZB3j434+Xvi+Xz1B+10+rKVcRSQiIiJyS0PaVUJMeBGb24QV8UWFyCAXlcgxr7WtiGB/YQPZokMDsHZEGxwc84iTS6UNoof/AXmJKlavXo2mTZsCAHbt2oX4+Hj0798fI0aMMG43adIkeUpJkhUL8kPTChHG/weA8sWDcOHmPZuvqxwV4vSyEREREWmdvQzgOh0w7X8N0Ombza4pkAMcSWMeHujnhJJoj+ig6ujRo6hfvz4A4Ny5cwCA4sWLo3jx4jh69KhxO63llncnW95pV+gxnU6HPwY1Nf4/AEx/zvoP+5OeNRDg6w1fbx5HIiIiIkueaVIGpYvm9VDFRYfgyp37AIB+jWPxx+7LZtt66XSIiw7BuF418eGSo4X2pTWs6psTHVRt2LDBGeUgGcVGBFp8vGCgGxcdgsgQf9y4m1lgO6B/s3LOKh4RERGRW/j88VrG/5/QpxYmrT6NZ5uURdEg30JBlZEbrvH603MNMOrvI7h9L0vpoihG0uK/pB4hAQ6N5LRo3wccG0tERETaMLhNBUmvn9yvHlpVLi65HFEhAZjQpzZqlQ6z+PxjdUpKfg+16lSjBPZ/+AhqxoQqXRTFiK6JZ2RkYPLkydiwYQOSkpKg15un7N6/f79shSPh3ulSFedv3kO/xmUk7ysiiGNjiYiISBtGd62G6ZvOG/+OCPIT1WPSvU4pdK9TCocuJyMq1B/Nxq+XvYw/PFMPj1SPBgDY6qeyNIJIqsfrxWDxgauy7hOwPPwvJrwIjl5Nlf29tEB0UPXiiy9i9erVeOKJJ9C4cWPOnVKJyBB//PVqc6WLYdS4fAR2X7itdDGIiIjIwwT7+zg0DK1ObLhsZSiYPv2x2sKWsulSowTm7rwk+H1qlArFsQTbQczLrStYDao6VI1Cy8rFMfbf44Le78mGpfHn3isAAB0YA5gSHVQtW7YMK1asQIsWLZxRHnITC15uivKjVyhdDCIiIvIwamjvLxbsb/U5W1OqDDb7sQqbM7AxGn661urza0e0gcHKG1YtEYKZAxph5/lbgt7r5/4NkZB8H8AVUWX0FKLnVMXExCAkhGm21SB/mF7Puo4v5CtkrqTY4YA965ZiDyYREREpwpNqIEXtpDO3tjjvyEfiMGdgY1HvFejnbRagsapnTnRQ9fXXX+Pdd9/FpUvCuybJOcpEBOLkuC749qm6Tn0ffx9xp8mwDpUB5A1JtGT1m60ll4ncR+96MUoXgexoHRepdBGIiCwa2r5SocfU3rBrrefIEd5ejn3WoR0qIzo04EF5ZCuOOyY2FEx0UNWwYUNkZGSgQoUKCAkJQUREhNk/cq0AX29VXTxiwougYmReq8g7natY3CYumj2dZEI9py9ZwUNERGrTuHwEvnmqjrEhV06zX2gkaLumFVxX7x35SJzDr3VWnOPIvWH3+x1kL4daiJ5T1a9fP1y9ehWff/45oqOjVVWhJ+V1rVnC+P8e3FhB5FZ4mScitfm6bx3r63JK3HdxG/OhTN+/lxNGWljr6QmWcekcKUyL50gMEBUSYPz/0kWLGBdLdgeij9D27duxY8cO1KlTxxnlIYV1epDu05TDXbmMqkgAZg8iIiKxSoYFWH/SBbeViGA/h4feyeWPQU1Fv6ZlpeJoVrGYw+9pr04opur3UsvyuJp8Hz9vueBwedRE9PC/qlWr4v5994kqtUzu3/KxsZ0x/bkGhR4Xm4mGiCjfuc8fxTdPCW+EuzihmxNLQ0prULao0kUw8vVmg46WaXmklLVaVYiN3ijTYKZubDgWvdLMoeBo6v/qY0g783loQut5BQMqqUfA20uHNzrG4ZkmhddYbVlJ+mLMriY6qJowYQJGjhyJjRs34tatW0hNTTX7R67jJfMFJcjfx+JFypMnHZLzWctMROrx4WPVBW3n521+S3mqYSy8vXQI9FPHsBVyPwtfaebQ6755qg6Wvt5S5tKQK9lqWO4ucE0oKWz2lDnIWoKvgn57qQkalhM+n8u0Hmepnhfs79g1Wmo1tF6Zogj298Hnj9cq9FwPCZmtlSL6W+zSpQsAoEMH84lmBoMBOp0Oubm58pSM7JI7qCJSgp/I7JLkevnJZ+z5qX8D/LrjEtafTAIANCyX1ytRsGFm7Yg26Dhpk6xlJG2Q+67VSETF0tTj9Urjxt1MmUtDrmStp2pw6wp4vX0lfLfujFPet33VKHStWQJVS4Q6vA9nNVYH+/sgLTOn8PuZ9ERZ+tZqxYRhQPNyKF20iPGxOrHhOHQ52Ww7nc7+8D4hn23ru+2QkJyBmjFh9jfWENFB1YYNG6w+d+TIEUmFIXFcNZaXHVXa1bt+DP7eb3kVdSK5ta0ShbZVolBu1HIAQPVSlisdpcLlb+El+w591Al1xq4W9ZrwQF8kp2c7qUR5/te0DH7bGe/U97CE7ZLu5fF6Mbh06x7e6VLVYv2oWslQnLgmfURV84rF0LdhrKR9VC1hOQuy1FMyIsjPYlBl9h4W3kSn0+HjHjXMHpv+vwZ4dd4+HL2aguzcvJpgoeF/Dv6IShcNROmilpOMGPft0J6VJbqJuE2bNmb/6tevj1OnTuHtt9/GG2+84YwykgU6HTCuV00Z9mQ/ZPqqL5OSaFWpsCL2NyKS2fqRbfDbi01Qo5TlVkhryUmsjaGPjXD/87iKk5ea6FgtGmFFfEW/zhUVm551LWdQiw4VNhTKURzt4V6+eaou/n6thdUG59aV5ZmjI8dcruaViuPbp+pi2VDzIahC9+2KM7dEWAAWv9YCZz571OxxKWtshdqYMzbvpSYoXzzI4X2rgcPjbjZv3oznn38eJUuWxFdffYX27dtj586dcpaNbNj1XgeXzUVpExeJwa0rWH3e2lhcJrhQnhbqDBoools79FEn2fdZITIYLW1UYKydlz/3b1josUbliiLIzedkvdulKpYNk39+z4sty5v85dj12NIxkVujchGY9r/6WDm8ldnjA1uUt/IKeZiehubfled4rW1FpYugSq64d/aqF1No+JsO0kYHCSm38zPuWv8ECwZbnwPZolJxjBE4f1etRAVViYmJmDBhAipXroy+ffsiNDQUmZmZWLJkCSZMmIBGjYQtlkbSuToN9dAOldGtVkn8+Gx9s8eblI8o1NJCRNrhSO+FeMKqCUX8vAs9ZqtSb7ounpYVC/KDr7c8cwtNe/WEJhixRcxkeCGsnQldapYsNEdFzma5Gf0b4veXmqBGqVBM+19ellvTCuj/mpYVvc/6ZcJlKp26vNnR8UVm1aR4sJ/Z37VKq3/+jq2gyHx9KOvbTexTG/9rWgYvtiyPH56pJ+o95BYRZH4MqpW0Mw9N462sgq/i3bt3R5UqVXD48GF8++23SEhIwOTJk51ZNrLB1T0Qwf4+mPJsfTxaq6TZ43MGNkY5jXfXkjBRNrIS2erSJ/V7pY311upWMgyZkTIpOzzQz+pzBRt5CFjwcjM80aA0Frwsfv0aa15sWR4VNHydH9C8HDpWj0bzSsWxfFgrdHkQjJsOtbJ1S/3u6boWU11XtVdB1CgtjDJ5o0Nlu9v8OrCJ2d/dCtRfHOXM6petoEPo+z7ZKBaf9qqFDx+rjsceZEFUKovz7vc62N/IjQgOqv777z+8+OKLGDt2LLp16wZv78ItiiSvtSPa4Pt+9VzUkixekJ83Anx5HtjycXdtd2WbshXILx/WyvqTEvZLwpWSkN63b8PSVp8b3bWaw/u1Ruwx11upEWh5nRpniQjyw1d966BJBccX9yzow8eqY/1bbfGIhcXhrfmgm+Xzxt58DNPXNSkvTy9ZkL/l+5Tp6WOtVCfHdbE650vrZ1+QhZ5hrXjzEfu9adVLhaJdlUjj31q4XowtkCxC66TMW9TC8SpIcFC1detW3L17Fw0aNECTJk3www8/4ObNm84sm8erFBWMHnVKqa7S2bRC3o1uQItyNrfj+lZA0SDrrexaY2vIaWyE7Sw+5Hyb32nn8Gtt/VadkfLe1cOXVU8jX4eYpEUvtbI+D9fUjALDO03X6alXpigWObgOlSlr55tphc9asJffcGhpD2q7N4u1bFgrzX8GJeQvFSGEtSx/lsRFB9vsmTdl7Zy2djjN16kSXKTC+4HBZXU7LZ6agu+WTZs2xc8//4xr165h8ODBmD9/PkqVKgW9Xo81a9bg7t27ziynR3PmieXIj2Pm843w68DGGO4m465JGGsXYk50VgcfmebkOEPlApnthN7UGz+Yz8MGGnVwdNREMZPGpfplzCukHe30fomZ0/V4Pcs9StZ4Wempavagl8/WkGd3UJaNYaLsHN0Bf73aDLVLhztl//mBkrXrnZTLoPk6VdJqlfaGh0oJ4OKcnAXV2UTfhYOCgjBw4EBs3boVR44cwciRIzFhwgRERUWhR48eziijx7N0+ioZwQf5+6B1XKRsE6vdWb1Y4S1azuCKyqjdiacCjO5aVYaSkFpVigrGoFYPs6uJvX65e0yV/328bCPLqlRKBKYzn2+IbrVLYmSnKsbHRnSKQ4tK8g1NBIB9H3TEupFtCs35tce0cmn6/bzTpQrG966Fpa/bTsKk5R7XU592gZeL1rrUIkvHtkRYABqUlTdxi9l72jkcpk8X3DY/FXlnAcl7pPRUOfucjwnX9vIZkmrFVapUwcSJE3HlyhX88ccfcpWJyG2UKaZsS6C1uSiOcFalTAcYJ46TMmzdZOUaHtRUxjk+AODr7X4VQjm+azUN5+pQLRpTnqlv1sMV6OeD19tZTzIg5Doz5RnzBCXFgv1RMdL6EiPWWtatfVcBvt7o17gMStiZpxhaRJsJetpViYS/jzzzqfrUtz4fk4BAEfPW7M0hsvX0wlea4bun62KElblmZr1HgktkYT8im7ikzItS07VMKFm6Gry9vdGrVy8sXbpUjt2Rm7D002OWONeSMw6y1qipxQufuxGTQEANxN5oLc13+fvVFnIVR3H534daej5ctQaiJZYqbd89Xdfsb7kai8xPQ+H7nNC7FppXLIbBNrJmqpm9ub4Gg/oSJmg1zfuXfeugaokQTO5XOLV5QfZ+/bZO++LB/uhZN0ZQsCw1AcSlW+k2n5er3qHFugXHb2mABs8rq34fJF+aX7LPFUN+ON9FeWIXaG1rkhELcM0xNL1BCr6mPdjQUvm0sOaMWPZGY73duYrtDQSoImDOQt3YcKvPvdtF/FDdgoGS2NbunnVjJDXIWZ/Ub3n4n6XKnGlF9OnGZfD7oKYIDRA3x+zXgY1Fbe8s7z1qP6Nn6aLChmG5Kv16SQnZTZVUMTIYK4e3Rvc6pexum3+KOXtUptTdL9x3RZZy2KOWRiYxGFRpgMU5VVoM4QG7wyk8iekcE2fRwnoj5HkEX74UPH0fq10Su9937Ror9r6XJxvGFnqsYCp9axWRYg8WQl0w2H7DVvFg6wkaXm1bEUfHdsbhjzvZ3U++gkGxv42MktYC/Pwg2tdbJ9tpYS1RhaUy2EsFL0TrOPPGjOccWHBYDqbH19L5IrZ68b2AXhilvPWgIcIV91up8r/3oe0rIzrUv9BaXJKy9smU/Y9sY1Dl4eSus5it+2Fh5/wt5xHSWiwLF1RKpabc1ul0mmyRUjtbi7UWXDvE5pwquQpk9n4ih/85oQxCRIW4thHIkd/B043LYO6L1ntApj/XAO2rRhl7mISmbLYl2N9HVC9NweNXv0xRdKtdEq+3q1R4WysH+5un6mJA83JYMayVLAEOUDCluiy7FEWtyZ4Kfhf25k31qFMKQ9qZD4WUOxmJo2qUCsPpT7vi/W7i1oxUIvDIPx9LhAVg5+gOhdbikuscldooz7u1der8RZNm2Z9oyZ8jAMx4XtxwLWtWv9na5vOuqCd0qBrlgnchserEhuOphrHoWK3w8dFM0i/j8D/37nHNPxyOXB4NBqCUjYxZnWuUwC8DGqGYhd4na4u/OnqZXvFgEfCCPTKF96/DlGfqG3sRhIgKCcDHPWqgcnQISoRaDnbFnifmi//afq2n3btMv8qvn7S/PtnbnavixZbq7A0ybfirEJnX2NRIxFpTrmLaiGPpfCtXPNDkeXH71uKoFS3+5BhUaYCWzit7ZdXSZ3Gm2IhAFPGVnn3J3poOclZGLV3kq5YIkbw+khYvnFrxxRO1MeP5Rtj1XgesHdHaWBktOGdGbTFLfmW/deXiipVBiUq0I9m/DDDAz+Q3KKTYXz5RG43LR+CNjpaz8A1sUR4RQX4Y0Lyc/Z2ZqF4qFOc/fxRzXmhkXkaZT7DG5SMwqmtVzJTYOKVzYk/Vo7W0kdFU6mnes+7DtcFMd1VwPTK1mPdSEwzvWBk/PttA6aIYzX6hEdpVicRnj9cs9NyM/g0RHuiLmc83hJ+343UGvYznt73firs3gtnCoEoDnHl6evLJr7QXW1VAndJh+KBbNYcX1bQl2N9H1oqCrcnrpD6mFZzo0ABUigrB5nfa4cjHnRAiYuhW/pCULjVcV0lcO7INvu5bBy+3zhtS5ClXKXs9iNZ+z7ERgXi+WVm81raioCFlfRvG4s/BzawOBYwM8cfe9zviYwcywHl56SQFpEKOtU6nwyttKqJDNfmyXtq7VirVu/tx9+qSAp+BLR72HoUV8cUPzwib/yTkPdeOaI02Vnoln2lSxurr5Ei44qiSYUUwvGMcIlW0sHPbKlGY9UJjRFvoge1YPRoHPnyk0Lnu6iHzZR8sD1M3Nhy5rDdaxaBKo1TbuG9nOAV7JR4KK+KLf15viZdaVXDK2PrfBzXB4/Vj7G9ow/PNHk6kfq2dNtMH00N+Pl4WAyoh61SJWW9FqpJhRdCnQWnjsB0511tTo/zv2JGKUv5XM7ZnTbwjMjOfrXeTc2FYrR0+S7+HgvMQHfVa27zr6I/P1rezJVA00BcDWpTH7BcczxpougbgF31q47Ha5lnopHyqSlHmIyV8TYbZBfpaz9bIxlxx5Og1l/qdrxvRBic+6YKQAF8ePxsYVJGs7FUKmJDANZ5pUga1S4ejRqkw7H5PWAazdSPbmP09sEV5jOn+sKVarsUiSVvkqkySffbiGMvD/xwnZ9WorI2FzsXM51CqwlY82HYCD/Frq1l+/J0uVXH+80fxaK2Sdvch9xDUdlVtz3WTKtBkSHtYoPyjL/KZ9r6RMKESR8P4eHuhyIOGNXu/UPnWqdLevYdBlYdz+e3Lwd+IvRsemTOtnEVZmdRdUMXIYMx7qYmNLZx3tmjw2ukxAh5UlOQcaiWWkHq2ZpJvIC8tuCnj+jSOfAgVtBrHhBfBby/aunYIJ9enecpC+nlL/hzcDLMGNDIbDiZHmnFb8o+zvX3K8Zam72GpYczaEFBnnlaO7vv8549i9Zut8eFj9tfZcndiz8eKkcEY1bUqvnyituT3Fnv8Xm5dwaH30dAl3YhBFcmi24NWt2dtjKOWQku9JINbV8Dbnatg+bCWIl4l7x3M0R7BFpXMEwO44qKmQ97Cjmoa4+5pwi20Yj7TpAze6VLFeFwerVUCv5sE3U3KR4h6DymVNCGvLSpDqnBXmf9yM9n2JeXKYWu9KDE+fKwaYiNs9FSJKGSkjTWyxBjTXVgK7cblI9CuapRZq7il2FbJoL2Mje/WHnvFfqZJGTxaq4RZNjzlw3TLvLx0iIsOcUkPRsFzdtaARpY3dCGpGfxeaVMRfQU2NsjJ1rXBFi02tjKoIln88Ew9nBzXxezHY3GdKg3+SMTy8/HCkHaVUKNUmNJF0Qwfby9sH9Ueb3aMs78xya5YsD9m9G+IOQMfzt14sWV5vNb24TpCOp0OzU2C7nLFzNfBKrgIravJXdESsrdvn6rr0L4blC2KKc8UnlNjaajlp70KZwQzJSVY7VqzJJpVKIZh7SvZXNdMqkblhAfgbatE4pU2FTFZ4oKyQf7W5/RY83i9GLSOi0SlqOBCzyk5DLZ88SDMGtAIfRvYXi/KEQG+3vjx2QaFKtvO/Lhaqwfs+6Aj2qls6RAlv0KxDQwaO9ySMKjSKLVdlHQ6nXGYkM3tHNi3vUqFpxlRYEHAxiJ7DMRw5Xnm6+0Fla6F6TKWKnMOE3nsOlaPRkuToElIZT3EpOL6+6Cmtosj4VwqOM/GUsYxubNT2vv4HapGoVc9xxPBdKtdeE6Npe/IXrAjpfXaz8cLf7zcFCM6OTcbW2xEIDa/3Q6HPupkd1udTodRXauie51SdreV2zdP1cWvAxtbDNCVCKpM37Jd1SjUKu2ahjp7n7R1XCQWvlK4t1XoV2T6c64j9DO5+Os3/V2pZV6pWuakdxaZCVatPZ/O4OFVGHImS9chR1qT/9e0rP2NPEjxAsNjnDXksiAfL14unE1Mlrtgfx+M61kDM/pbWavHBXeyha82Q7faJbHmzdYoJ7Kn43eb8/fMmX6Uj7tXx/dPF+7FiAzxx47R7XHkY/sVdwBY+EozixVDoR6pLt8cs/zKkqWro8FsOwvPa6TGUqZYoFOWjnCV/EVjhZLnuChTibZV9OhQf/w6sLGo3kdb+xccKCp4nqskplLNAr72shXLdU1SSxAphvj+cXIrapyMqnXO/tyuvMDnrweTcj9LcKU5MsQfHapGoX7Zonhn0WEhbyKxlG7EAJQuWgRX7twXtPlzzco5rShCDkvVEqEWh7EJUbqo8HH2pr+pATYyf5UMKyJ4n/YqhdY+fpcaJdCvSRm0qiT/wsSWWsTtLrQp03uHSAh4POFa/+UTdfD5ihN4XuSCyEL1b1YWv+645JR9O8LaMRVzrE980gU/bzmPSWtOy1MomRUP9sfNtEy726mxcq9kZjxX/dy1WDVg0zO5lAZ/I5INbpOX+aZhWXlWmHf2dxgSkNfW0rFa3hjyUV2rYnxv4RmDvHTAhD618aQCE2K1zgDgnyEt5NmZG/3Y1LROVdEgP7SJi5R1Haf8yoOlhgt7FQu5vppvnqyD2qXDMP25BvLs0M2UCAvA9/3qoYFM1/GCxgpYaLlrzYdDRoUsoPtorRIoGiQsgUv1kqGCtrOl4DziIn7eeFzCEFkzTrie2fptqeiSozr2lj1oUakYAMDby3oPvLtiT5VGqbHlRAgttjxINbprNQzvEIepG89i76U7ShfHrq3vtMflO+moGcNEG65mMBhQTKbsZ44w/XkWE1gZc5T8Q1nUWQvqWC0KL7WqgKd/2ml322olQ+xu4ywVIoOx9HUxGUsfUst13U+mbIauYvq1Wep5KPhQZIg/TnzSBf4+Xth+7pbNfT9SPRo/PpsXIL/TpQqKB9m+rtSMCUOQnzfuZeXiqUaxOJGQKugzmGpbJRLfPV0XVUtID9BcoVP1aMzbFW9zjTUAqowKlCySvSvtCy3Ko1iQP5pUiBC0vTthUKUBzSoUw39HE52yb66M7Rr5i+bJQci8hII34/BAXySnZwvbf6AvwgKFBVSWKgJihmCROTl/jbYaXqxVgr28dFj6egtk5uitrl+jBC1fpUoXDUTTCsUEb1uQ/eF/yn87armNtKociTZxkagmQ6+LVNGh5kFMbIQ810Wh95JX2jxcG8g0i6ctR8d2RmaOHgG+3jh5TXxQpdPp0LOu/Z4ptZwvH3Srjtqlw+xm9lNLo4FaDGxRDssPXzOOZinI19sLfWTIVKnFr11bzToeaoKIoVdqJ0cPW0cFFyEVwpFKTp3S4YK3bVslCs82KYPxvWsJfo3cmdEsWfByU3SoGiU6FbIWL5zOoobKRu3S4YImofv6uO7ICWv8caw8v5qkkRdG+EHy9/HCoAcLX457kMV0aHthFVwnFMfteXvpMGdgY4zqWtVl72ktrf6IR6rg0VoPs6SVjSg8tLO8neQXUn5hjgSWQrL4utPpVsTPG081KoOoEGWXg9CaBmUjsP/DR/DTc1aSJMlEi8EsgyoNCAvUbsakguT4kWjxh2bPxCdqW231KUinAz57vBb6NZaW9e85GbIqmh6KJhWKYeaARg4v9CdE1RLKDY9yBXsBeY1SyrfA5xO7IHdctOPHLr8hxe4wHQe0jos0zgGQ27GxnRETntdD8VzTstjzfkeMlDl9uZrmm3miXvViLC6EHRboaxx+Z81TDWMxvGNl/DnYchZKW/c6Z98HnXlaBQeIHyTVtLxzfqPWmH5+NVY5lK4HRQT5yTqv1DI1fvO2Magij/TlE/L3/nV4MITgqYbig51iwf4Y/Wg1QdvKcTEd3KYCXmplPYuaUK4Oku2lctUiP5PPpNdb3mba/xrgpZblMeN557YMCuHz4Ebaroq4xTBLFw3EsqEtseWddgAganjhmO7V8fnjtbDQSuUTMD+P/GWYW2P9vBR+wvoUOF8jQ8TPlzMNtJXM+EXW2Yo/8tcjG2wyHC+fj7cXhneMc+pag3Jp9mAIa79G0hMQiZn79lLL8tjyTjuUcUKDilD83blWmQcNs00rqP93URDnVGmVBn7jcjR0PWZhgUw59G0Yi7eFpPsWYcbzDXE/OxeBfur/WQX7+Zilb25UzrGMVrIEVSJOZjXMH3FEjzqlsPRQgsOvj40ogi41q5s9JmU+ZHSo48Ndto9ujws37qGJwHlCpkyTn4QV8cX8l5vi46XHcDLxrs3XBfr54BkR67H9O7QlZm27gD92XxZdRvu0eQ6SMn7oVw9je9QotL6gs8nd0zRzQEMciE+22CvnTMEBPk4d/WCNVu817mDdyDbIzNEj2F/9damC3K/Zl0RR82Vj+nMN8OUTdZQuhmA6nU5SQGUttPjr1eYFthMfyVh6RemiRdCsQjH4+XjhlwGNRO9TDhUig9CrXilF3tuVmthocVPi5t2pejSGtq+En60tHGxDVEiAQwGVJU0rFEN9Jyw1EBcdImoZAKVH0NlqCbdXNr2aL+IEnU4nOKDq17iM2fxXNWX5DfTzQYtKxQv1vkpl7zMq9R2of/ifGkslD19vL00GVAB7qjSjXplwHIhPVroYkom5DnSuUcLi4+57KbGsQdmi+PCx6hi37Lis+9XpdPjj5aay7lOMgS3KY0z36vY3dHOmN29r82MsVSzs3VRtz8fQyT63R2nhbjT31JSr1qlyZ06vf8p0DPKTD5Ubtdyh14f4++BuZo4sZXHWdxYd6m920mqhR8iN4xeSGXuqNOLRms4ZBqcVnz+42bzVKU62tUjkWozXFUwn0gu5wLvqHmCvFbFzjbwEA2VkGr4RIDI5AgDUignD5rfbyfL+pvITEAhROyZc0HZiKsjushyC1HP126fqomO1KLwqMG20q6wa3lrwtra+A3tLFGihUqo0Z/9U1HIM5GykUsvlRS3fLZEQDKpIE9rEReLkuC54vX1lwQkd7FlUYFidmsx+oREqFA/Cby82sbtt/TL2g8OCtyW5Wt7s7Wfqsw2w+/0OaFW5uKD9CUnlLdbYnjWcMsk5yF94gFertLB1vypHBztanEIqRcm3LzXrVS8GM55vJGm4SB0JSw7kp0o31TouElVkylRpui6dpZ+bWiq/nsxZiSbEXqe1MCRMTUMahdJimUkZDKo0ouC1UrZrpzNvyBbu9lIuTvnrZ8SEF8FLLaVnrpPD3685JzBrXD4C699qi5YCghFXTuJd9Eozs4nK9o6ml5dO1Bogcs3VMVVCQlIGOcx7yXZgbACwbGhLPNUwFl/3FT6H0FYFqnnFYnihRTnB+/J0w9pXxtudq4jqXcr3XNOyODmuC2rGPEx3L/YqJ/R6zvhJnYa2r4yPnDCU2R2q8gXP7YI9T2oNWPhbk486j7BzMKgil9JAQ5oocn4coa2McrxnmIh01qYalovAAhtpra1xxxuU0F61FpVsB8YGgwE1Y8LwxRO1ESUiALQ0/O+DbtXQr3Es5r3URPQ6UkpRwzWhiJ83hrSrZNa7ZK1YlnqG7C2Y6q5ax0UirIgvWsdFKl0URQX4euOFFso39Jn2apI0ptdXNVyjtMwd7//WaCao+uyzz9C8eXMEBgYiPDzc4jbx8fHo1q0bAgMDERUVhbfffhs5OfJM2iQHWLgSeavg6uTISvOuJrX1rmCAZvpXjzql8FRD6WuNPHgjefajQY3LR+D3l5pg+6j2kvYj5w3npVYVML53bU0MA1I7NVQEmhXoudUhLyuqq9NaWzPnhUbY+0FHBKk8U5e7/xy+6lsHb3WKM1scXQ3nrxx8nL7ArHZwqK/6aSaoysrKQt++ffHqq69afD43NxfdunVDVlYWtm/fjjlz5mD27NkYM2aMi0uqLU79jZpcAQ6N6YSjYzsbV+B+vF5Moc0PjemEkY/EObNEAPKG62iZpQpz7wLfp60kBt/3qydbsg9Pv901r1QcpUQkrACA0V2rYuNbbY1/e/qNUq3Df6yxVkGX6zj+MagpetYthV3vdcDvgwoPHe1co4RZb7G1jJGuoNPpNLEgt6u+os8eLzy/TgqhjSNPNCiN19tXdrvgMS46GP2bl1O6GESCqf9q+MDYsWPx5ptvolatWhafX716NY4fP47ffvsNdevWRdeuXTFu3DhMmTIFWVlZLi4tFRQW6Gs2kXx871qY+2JjFDVJgxwW6ItiLlggUc46QExRcRVqZ/n08Zr47um6Ln9foTdxLUwBFMtSRe2VNhXtzq3w9fZCueJBTiqV9gSKSPjhSmKG/8mpWcVi+O7peogODXiwxpEf6saGo25suMW08Z4elKtJSACH38lp9ZttEKrQd2r6s1JLsKqWcpB1mgmq7NmxYwdq1aqF6Oho42OdO3dGamoqjh07ZvV1mZmZSE1NNfunRraGc2lRgK83WlWOLDTvQ2vpU6NCArD4teZY86b4Ce6OsnTsA/180LPuw94qVw3/0vp5KEZIgA8+6GY782SAr5fL5la4yxC/19pUQsOyRTGuZw2liyIb0VnbbPySdDodFr/WHItfa27xmGvtmknyqBhZOLun6SLDRVQ8z09rZ6xaetPZgKJ+6h4ILUJiYqJZQAXA+HdiYqLV140fPx5jx451atnUTG1r3biiOI3Ly5thrp6AlOZKU9dRdpwjtzYfb3luiEF+PnipVQV8uvwEAGGV2dAA511i1fbbdVRYoK+qlzcQypmHw1YA7SangVO5qv1B7rexVe4SYQFYNrSlWXKKAF9v7P/wEXjpAG+VzEXSauMPf1fkCEV7qkaNGgWdTmfz38mTJ51ahtGjRyMlJcX47/Lly059P0c567LkideN8iodeiX0GGv0HlVIy8qOBbfWEo1MerIOJj5R2/h30UBfvNKmoqiU7rYUSg0s4Mcz5dn6hR7zxN+cOxGyzIFYUn7TPJ88V82YsEJLakQE+SHcweyuzmCp8UcbtzBm/yPxFO2pGjlyJAYMGGBzmwoVKgjaV4kSJbB7926zx65fv258zhp/f3/4+zt/Ho9a5erVdUtWV2mUo5WLuNBWyKYVimHerngAwO73OuBMUhqaVxQfVNk6P3rXLw0AeGfRYQDAm4/EoX+zcqLfw1RYEV+k3M+2XBYBJ2tEkDyVG62cD2rTo04pLD2UINv+Zg1ohLZVLKcPrxQVjOPX8oaP83Cpi6t6Hfg7FUZr93keVhJK0aAqMjISkZHyrG/RrFkzfPbZZ0hKSkJUVBQAYM2aNQgNDUX16vIvyucu2MWtHoKTPjhw53bWTUHofh+rXRJ+Pl6oUSoUUaEBotZjcvQ91YC/L2VN6FNLtqAqrIgv2lWNsvr8xz1qGN+rdulwWd5TCJ5j6iH3sXCHIE2rw/+IHKGZOVXx8fG4ffs24uPjkZubi4MHDwIAKlWqhODgYHTq1AnVq1fHc889h4kTJyIxMREffPABhgwZ4pY9UXJdqJRMx2uR2spjRfc6pTCgubyp2W19dLWu1SEmEOxcw3qPsTPe01l614/BrvO30aXmw88zqFV5LD98DQOY/ldVAv0cv8WJvcZGBPlhzZutseFUkuQeUnG0cc0k8SJdkA2XLDO9HzMwJKE0E1SNGTMGc+bMMf5dr149AMCGDRvQtm1beHt7Y9myZXj11VfRrFkzBAUF4fnnn8cnn3yiVJFl5azfdK4Tgxh3vtVP7lfPpe9XMTIYnapHo1iwsOFkIU5MkODpJj1ZF3q9wbjmGgC836063nu0mqCbr7skmKDCKkeHoHJ0iP0NZaTXu/TtNMlliSpkep9fBzbGtE3nMKF3bfsba0y0hFEKSmFIRUJppuY1e/ZszJ492+Y2ZcuWxYoVK1xTIBdzWqIKldXvVFYcl7J1Q9bpdPipf0O7+/iiTy38e+gaXm4tbC6iVK5ONWswGFx6zpoek6+frGP8fy8LPYdszXQP5YoF4uKtdHSvU1LpopCHah0XidZx8kyNUJP6ZcIx6cm62HzmhtJFscuT6yLkOLdZp4ock79grL31d1xFbUGerFxQ6X6qURn89lIT1y1C6YSP9EKLcgDM11xRg+YVxWd9c+vz2U0tH9YKK4a1Qrsq1udPqQnXqbLPZYkq3KhPo2JU4XWwpJr7YhNNLnzO9jISSjM9VZ7OWa3gPevGoGO1aAT5q+NUcObQqNkvNJItvbYzaPGG7IwSf9S9Bt7pXBVrT1zH0D8OmL+fTscbHDlVkL8PqpcqnLZfrecdA3dyhvLFg/DHoKYoLnDIuRCWTlXT31WlqGCcTUqT7f2IXI09VRol5/1dLQGVs7WqHGmxskSOc1ZFs4ift3N2LJLUCit7EcjZeIbZp7U5VWrRrGIxyXMELX0l1q6ry4e1lPReclJjogr+1tWPQRUpqtCCqk58L8UT6ImoobP12TImeSCl8NQje3iOCGN6HTf9zvx91NGYRuQoBlXkEb7uW0c1rU3uRIkhi1o6jEV8WUkg52JFntTMdAH0AJ+8KqdeA+esGhvwNHTr81ieMe7LDWipIpnPkWuSs65jahlOJhSHjaljqIOjv7v3H62GG2mZFofOqPBeTQqTcnlXY+VPbVyWqEKD92lnC/D1xu73OsDLSwcf7/yg6uEBUet3psZflRrLRObYU0Wq0q5qXsatYkHyTY7VCrXeXGxRosx1SocL2q6EguuhDGpdAe89qo6MmkRESooKDTDL5qpnQ4BHKR1eROkiuAx7qjSiYN1VCxVwR8pYvngQto9qj6KBbhhUaeGgqYi1b+vdrlUxb1e81dfNGtAIh64k45Hq0c4pmAJ46ijPmcdAShWT1VP7XJaowjVvo3m1YsKVLgK5UNsqkXinSxXUKBWmdFGcjj1VWqHBWpWjjVGlwotobrie2rWolLfGktzJOpQ4LYP9bLcFtasaheEd41Q3h65J+QgAwGNcVJZkxOF/pDXNKhbDjP4NsX5kG6WLYhV/VvLR6XR4rW0ltHHDBa0LYk8VkQcY0Lwcigb6oUmFCFn3q8W1tcSQ88b6x6CmyMjJRaCdoJCcY+Qjcfh6zWmli0FEADraGUngiVMASPt4dydyFQVTqvt4e6FPg9Ly7hSa7EBVjJeXzuGAiq2mynPmMZCUqEK2UhC5nlqvbUwWRY7g8D9SFOvk2la6qGsnoBrg2kCOQaN7iQ7NmyxftligwiWRj1orpURSKH7t5e+KHMCeKo0olKiC4Yj2KH6XkM+8l5rgr31XMKoLM9y5ghudOoqa/3Iz/LT5HF5pU1H0a9V6DJhJTT3Ueo6ombXvjKc1aRGDKiIVUvv9pEWl4sbkF87i6l4wrVH7OaI2Ol1edtHxvWsrXRRZ8TwgLWPwJByT0qgfh/9pBFvAbJM7q50SeIzN1StTVOkiEBGJwIu4u1Bj+KLGMpE5BlUaocXhfq5sValaItTm81K+vY7VotC7foyEPQjj7/Mwjbw3IyyLXP2teKn4OKi3ZCSWpNOMNS1yQyq+9CqGPVXqx6BKo3jBca0nnJA5r6DIEH+80aEy3u5chet0WWHtllIpKtgp7/dz/waICPLDt0/Vdcr+peDtlQBmKSP3pHT8oPT7W9KiUnGUKxaIzjXcZ2F7d8M5VeQRpF4fm1csjtJFi+DKnfsSCmG/FG8+Euf4/j2EpUV9fx3Y2Cnv1aBsBPZ90FF1CwmT6zQsWxR7L91Bn/rOa1iRUoFTY+WPSOvU2Fjh7+ON9SPbslFdxRhUEQk0oXdt/G/mLnSrXVLpolABpcKdl9RCDQGVpeG/ypfKM/zyQiPsOn8breOcm5jFUQyqyB2p4LKrSl7uMIHcjTGo0gh3vcCoocJqX14ZW1Yujn0fdESEoyu9a+Kzak9kiL/SRXA6S62mrEu7RmiALx6prt7hNmpsUVcbVwWevMQTeTbOqSISoViwv8OBYMOyzGYnlaXK0VudOGSSiAob2KI8okL88UKLckoXhayw3iigbITKHmByBIMqjXDXBrD2VaMAAKXCAhQuiS3yXF1bx0XilwENsfntdrLsj/IE+DKpB2mblB4OVv6sG9O9OnaO7oBiwe7fm+0uJj1ZB0UDfTH9uQZKF4VINA7/0wh3HVbw3qPVUK1kKDpUi5JtnyXDAnAtJcPsMSlfX6CffD+T9lXVO4yIXKt4sB9upmUhygOGL5LzMKayzZVzUNz0Nu1SveuXxuP1YhSfGsDfFTmCPVXkNEIuSkX8vPFMkzKIDpXWU+XtpYOfT97pXF/mRWOLs5VTNdypcWH+y03Rs24p/D6oqd1tmaiCrGFPFbkbpQMqAAjisibkAPZUkSaFFfE1/n90qD++7Fsbft5eWHzgKl5sWR7Lj1wz2571DveQX4H88LHqGLfsuLKFkahSVAi+e7qew6/nOU15eCYQya1B2aLo1zgWFYo7Zw1Eck/sqSKncWZb08CW5dG+ahQmPlEbO0d3QNUSoagQGYyRnaogPNDB7HykOotfa45h7SsVevzFluVl2f/Gt9rKsh+5tasSqXQRSCPYU0UkP51Oh/G9a2NQ6wpKF4U0hD1VGlFw+I8Kesftcua9PsjfB78MaOTEdyA1qFemKOqVKYrv1591yv7LFQ9yyn6l8tLCD5xUwceb54paqGHYGhEphz1VRKRpbKknIdy1wvtY7VJKF4HIYbx+kzthUKURZYsFmv3NC5E4UqpTdWLDZCsHSSPltP+6bx0MtTCUkEjL8hP0EBGRsng11ogmFYopXQTR3CHw61A1Ct3ZEuwW+jQojZGdqihdDEGeahSrdBFII9zhOusu3LMvlIiEYlBFTqN3g7t934alXbrOCdlm6UjIPaqro4xrpjmqU40SSheBNEP711l3UZxrzhF5NCaq0Cg3nR6gQvyi3VXHapYXYi4WxIqROzKoupGH1xl3UDc2HKO6VkXZiED7GxOR22FQRU6jpjqMiopCEsh5HCtFaXv9EVbDCVDXdZaAV9pUVLoImhLIRXbJjTCo0igt3EgNbhHKuMNnIFMVI4Nw7sY9PFa7pMXn2QtMWsIrFGnZkHaVsOfiHTxeL0bpohBJxqCKnEavors968nuS2wDw4o3WuFWWhZKhReRZX+u5ufjhawcPWrEMCulGO6aUl3t5yuRLeGBflgypIXSxSCSBYMqcproUM5NIfXx9/G2GlCplWk8sHxoS/y28xJea8f08O6DkRERkdYxqNIoLTS69qgTg6NXU9G4fITSRSFyG5WjQzC2Z02li0FEREQmmFKdnMbbS4cPH6uOzkwPTRKNeCQOAPBR9+oKl4TIGRxvJXOPuatERNrHnioiUr1hHSrj1bYV4etduB1IC722UnHeDFnDc4OISB3YU6VRvJGKY6kyLowH1Ng1wvFjKI4nBGnkPngrICJSB/ZUkVurWiIE0aEBaFsl0sE9sMqidnI3MKixwYKBHhERkboxqNIoVrKEeatTFXSsHq10MYiInMKgxlYAIiIPxOF/RERECmIjGRGR9jGoIiIiIiIikoBBlYZM7ldP6SJoTrVSoUoXgYjIJikj+Ir4estXECIichjnVGlIl5olEOTnjUB/H/i5KBOaVu16rwOS07MRE15E6aKQxnAoFmnB+49Ww6EryehQjXNGiYjUgEGVhvh6e2H/mEfgpdNBx5qfTdGhAYgODZC8H84BV7+iQX5KF8Hp+Gungga1rqB0EYiIyASDKo3x9+FQDyIA+O7pujiekIrWlYvLul8G0kRERCQWgyoiG9ghqF4968agZ90YpYvhEozz3BuvM0RE2seJOURERERERBIwqCIiMsFeAyIiIhKLQRXRA080KK10EYgsYpxHRESkbgyqyKPNfqGR8f+rlghRsCREREREpFUMqsijta4cafN5ZoIjIiIiInsYVBERPVC9ZCgDaSIiIhKNQRXRA6xMe7ZX21bE4iHNlS4GERERaRCDKvJo9jK9MROc5yhXLBD+Pt485kRERCQagyqiB7y8WJsmdWKgR0REpG4MqogeaFahGOrGhuPJhkytTurCoanujTEzEZH2+ShdACK18PHWYcmQFgCAP/deAcDKrCcoWywQl26lo01clNJFISIiIo1iUEVEHm3tiDa4l5mD8EA/AEBoEV+FS0RERERaw6CKiDyar7eXMaACgCHtKuF4Qip61i2lYKmIiIhISxhUET1QumgRpYtAKhBWxBe/vdRE6WKQB+EoYyIi7WOiCvJoOp0ORz7uhAMfPoJAP7YxkHqsHdHa+P/M/icdv0MiInImTQRVFy9exIsvvojy5cujSJEiqFixIj766CNkZWWZbXf48GG0atUKAQEBiI2NxcSJExUqMWlJSIAvigb52d+QyIXKFw9WugjkIoz3iIi0TxNN8ydPnoRer8f06dNRqVIlHD16FIMGDcK9e/fw1VdfAQBSU1PRqVMndOzYEdOmTcORI0cwcOBAhIeH4+WXX1b4E5BWsXWbyD0wkycRETmTJoKqLl26oEuXLsa/K1SogFOnTmHq1KnGoGrevHnIysrCL7/8Aj8/P9SoUQMHDx7EpEmTGFSRw1gRIyIiIiJ7NDH8z5KUlBREREQY/96xYwdat24NP7+Hw7g6d+6MU6dO4c6dO1b3k5mZidTUVLN/RERq4uOl2Us1ERGRR9Dknfrs2bOYPHkyBg8ebHwsMTER0dHRZtvl/52YmGh1X+PHj0dYWJjxX2xsrHMKTUQkgreXDi+3roCnG8WiXPEgpYtDRERENigaVI0aNQo6nc7mv5MnT5q95urVq+jSpQv69u2LQYMGSS7D6NGjkZKSYvx3+fJlyfskIpLDe49Ww4Q+tZUuBjmZjpM3iYg0T9E5VSNHjsSAAQNsblOhQgXj/yckJKBdu3Zo3rw5fvrpJ7PtSpQogevXr5s9lv93iRIlrO7f398f/v7+IktORERERESUR9GgKjIyEpGRkYK2vXr1Ktq1a4cGDRpg1qxZ8Cowx6BZs2Z4//33kZ2dDV9fXwDAmjVrUKVKFRQtWlT2shMRkXaouTPIwIw4RESap4k5VVevXkXbtm1RpkwZfPXVV7hx4wYSExPN5ko988wz8PPzw4svvohjx45hwYIF+O677zBixAgFS05aF+iviQSZRERERKQgTdQY16xZg7Nnz+Ls2bMoXbq02XP5LXxhYWFYvXo1hgwZggYNGqB48eIYM2YM06mTQ8Y8Vh3Hr6WiVaXiSheFiIiIiFROE0HVgAED7M69AoDatWtjy5Ytzi8Qub2BLcsrXQQi8hBMVEFEpH2aGP5HRERERESkVgyqiIjI7TEXBBERORODKiIiIiIiIgkYVBERkdvjtCUiInImBlVEREREREQSMKgiIiIiIiKSgEEVERERERGRBAyqiIiIiIiIJGBQRUREREREJAGDKiIiIiIiIgkYVBERkdvTQb051dVbMiIiEopBFRERERERkQQMqoiIyO0ZYFC6CERE5MYYVBEREREREUnAoIqIiEhBPt6cVUVEpHU+SheAiIjIEw1uXQHHr6WiVeVIpYtCREQSMagiIiJSwOhHqyldBCIikgmH/xERkdtTc0p1IiLSPgZVREREREREEjCoIiIiIiIikoBBFRERERERkQQMqoiIiIiIiCRgUEVERERERCQBgyoiIiIiIiIJGFQREZHbKh7sBwBoXzVK4ZIQEZE74+K/RETktja/0w630rIQGxGodFGIiMiNMagiIiK3Fejng8AI3uqIiMi5OPyPiIiIiIhIAgZVREREREREEjCoIiIiIiIikoBBFRERERERkQQMqoiIiIiIiCRgUEVERERERCQBgyoiIiIiIiIJGFQRERERERFJwKCKiIiIiIhIAgZVREREREREEjCoIiIiIiIikoBBFRERERERkQQMqoiIiIiIiCRgUEVERERERCSBj9IFUBuDwQAASE1NVbgkRERERESkpPyYID9GsIZBVQF3794FAMTGxipcEiIiIiIiUoO7d+8iLCzM6vM6g72wy8Po9XokJCQgJCQEOp1O0bKkpqYiNjYWly9fRmhoqKJlIdfisfdMPO6ei8fec/HYey4ee20wGAy4e/cuSpUqBS8v6zOn2FNVgJeXF0qXLq10McyEhobyx+aheOw9E4+75+Kx91w89p6Lx179bPVQ5WOiCiIiIiIiIgkYVBEREREREUnAoErF/P398dFHH8Hf31/popCL8dh7Jh53z8Vj77l47D0Xj717YaIKIiIiIiIiCdhTRUREREREJAGDKiIiIiIiIgkYVBEREREREUnAoIqIiIiIiEgCBlUqNWXKFJQrVw4BAQFo0qQJdu/erXSRyAU2b96M7t27o1SpUtDpdFiyZInSRSIXGD9+PBo1aoSQkBBERUWhV69eOHXqlNLFIheYOnUqateubVz8s1mzZvjvv/+ULha52IQJE6DT6TB8+HCli0JO9vHHH0On05n9q1q1qtLFIhkwqFKhBQsWYMSIEfjoo4+wf/9+1KlTB507d0ZSUpLSRSMnu3fvHurUqYMpU6YoXRRyoU2bNmHIkCHYuXMn1qxZg+zsbHTq1An37t1TumjkZKVLl8aECROwb98+7N27F+3bt0fPnj1x7NgxpYtGLrJnzx5Mnz4dtWvXVroo5CI1atTAtWvXjP+2bt2qdJFIBkyprkJNmjRBo0aN8MMPPwAA9Ho9YmNjMXToUIwaNUrh0pGr6HQ6LF68GL169VK6KORiN27cQFRUFDZt2oTWrVsrXRxysYiICHz55Zd48cUXlS4KOVlaWhrq16+PH3/8EZ9++inq1q2Lb7/9VulikRN9/PHHWLJkCQ4ePKh0UUhm7KlSmaysLOzbtw8dO3Y0Publ5YWOHTtix44dCpaMiFwlJSUFQF7lmjxHbm4u5s+fj3v37qFZs2ZKF4dcYMiQIejWrZvZPZ/c35kzZ1CqVClUqFABzz77LOLj45UuEsnAR+kCkLmbN28iNzcX0dHRZo9HR0fj5MmTCpWKiFxFr9dj+PDhaNGiBWrWrKl0ccgFjhw5gmbNmiEjIwPBwcFYvHgxqlevrnSxyMnmz5+P/fv3Y8+ePUoXhVyoSZMmmD17NqpUqYJr165h7NixaNWqFY4ePYqQkBCli0cSMKgiIlKRIUOG4OjRoxxj70GqVKmCgwcPIiUlBYsWLcLzzz+PTZs2MbByY5cvX8Ybb7yBNWvWICAgQOnikAt17drV+P+1a9dGkyZNULZsWfz5558c8qtxDKpUpnjx4vD29sb169fNHr9+/TpKlCihUKmIyBVef/11LFu2DJs3b0bp0qWVLg65iJ+fHypVqgQAaNCgAfbs2YPvvvsO06dPV7hk5Cz79u1DUlIS6tevb3wsNzcXmzdvxg8//IDMzEx4e3srWEJylfDwcMTFxeHs2bNKF4Uk4pwqlfHz80ODBg2wbt0642N6vR7r1q3jGHsiN2UwGPD6669j8eLFWL9+PcqXL690kUhBer0emZmZSheDnKhDhw44cuQIDh48aPzXsGFDPPvsszh48CADKg+SlpaGc+fOoWTJkkoXhSRiT5UKjRgxAs8//zwaNmyIxo0b49tvv8W9e/fwwgsvKF00crK0tDSz1qoLFy7g4MGDiIiIQJkyZRQsGTnTkCFD8Pvvv+Off/5BSEgIEhMTAQBhYWEoUqSIwqUjZxo9ejS6du2KMmXK4O7du/j999+xceNGrFq1SumikROFhIQUmjMZFBSEYsWKcS6lm3vrrbfQvXt3lC1bFgkJCfjoo4/g7e2Nfv36KV00kohBlQo99dRTuHHjBsaMGYPExETUrVsXK1euLJS8gtzP3r170a5dO+PfI0aMAAA8//zzmD17tkKlImebOnUqAKBt27Zmj8+aNQsDBgxwfYHIZZKSktC/f39cu3YNYWFhqF27NlatWoVHHnlE6aIRkRNcuXIF/fr1w61btxAZGYmWLVti586diIyMVLpoJBHXqSIiIiIiIpKAc6qIiIiIiIgkYFBFREREREQkAYMqIiIiIiIiCRhUERERERERScCgioiIiIiISAIGVURERERERBIwqCIiIiIiIpKAQRUREREREWnS5s2b0b17d5QqVQo6nQ5LliwRvQ+DwYCvvvoKcXFx8Pf3R0xMDD777DNR+2BQRUREJJGjN3IiIpLm3r17qFOnDqZMmeLwPt544w3MmDEDX331FU6ePImlS5eicePGovbBoIqIiDThxo0bePXVV1GmTBn4+/ujRIkS6Ny5M7Zt26Z00YiISCFdu3bFp59+iscff9zi85mZmXjrrbcQExODoKAgNGnSBBs3bjQ+f+LECUydOhX//PMPevTogfLly6NBgwZ45JFHRJWDQRUREWlCnz59cODAAcyZMwenT5/G0qVL0bZtW9y6dUvpohERkUq9/vrr2LFjB+bPn4/Dhw+jb9++6NKlC86cOQMA+Pfff1GhQgUsW7YM5cuXR7ly5fDSSy/h9u3bot6HQRUREalecnIytmzZgi+++ALt2rVD2bJl0bhxY4wePRo9evQAAEyaNAm1atVCUFAQYmNj8dprryEtLc24j9mzZyM8PBzLli1DlSpVEBgYiCeeeALp6emYM2cOypUrh6JFi2LYsGHIzc01vq5cuXIYN24c+vXrh6CgIMTExNgdZnL58mU8+eSTCA8PR0REBHr27ImLFy8an9+4cSMaN26MoKAghIeHo0WLFrh06ZK8XxoRkYeLj4/HrFmzsHDhQrRq1QoVK1bEW2+9hZYtW2LWrFkAgPPnz+PSpUtYuHAhfv31V8yePRv79u3DE088Ieq9GFQREZHqBQcHIzg4GEuWLEFmZqbFbby8vPD999/j2LFjmDNnDtavX4933nnHbJv09HR8//33mD9/PlauXImNGzfi8ccfx4oVK7BixQrMnTsX06dPx6JFi8xe9+WXX6JOnTo4cOAARo0ahTfeeANr1qyxWI7s7Gx07twZISEh2LJlC7Zt24bg4GB06dIFWVlZyMnJQa9evdCmTRscPnwYO3bswMsvvwydTifPl0VERACAI0eOIDc3F3Fxccb7SHBwMDZt2oRz584BAPR6PTIzM/Hrr7+iVatWaNu2LWbOnIkNGzbg1KlTgt/Lx1kfgoiISC4+Pj6YPXs2Bg0ahGnTpqF+/fpo06YNnn76adSuXRsAMHz4cOP25cqVw6effopXXnkFP/74o/Hx7OxsTJ06FRUrVgQAPPHEE5g7dy6uX7+O4OBgVK9eHe3atcOGDRvw1FNPGV/XokULjBo1CgAQFxeHbdu24ZtvvrE45n7BggXQ6/WYMWOGMVCaNWsWwsPDsXHjRjRs2BApKSl47LHHjOWoVq2avF8YEREhLS0N3t7e2LdvH7y9vc2eCw4OBgCULFkSPj4+iIuLMz6Xf02Oj49HlSpVBL0Xe6qIiEgT+vTpg4SEBCxduhRdunTBxo0bUb9+fcyePRsAsHbtWnTo0AExMTEICQnBc889h1u3biE9Pd24j8DAQGMgAwDR0dEoV66c8eaa/1hSUpLZezdr1qzQ3ydOnLBYzkOHDuHs2bMICQkxtopGREQgIyMD586dQ0REBAYMGIDOnTuje/fu+O6773Dt2jWpXw8RERVQr1495ObmIikpCZUqVTL7V6JECQB5jWY5OTnGnisAOH36NACgbNmygt+LQRUREWlGQEAAHnnkEXz44YfYvn07BgwYgI8++ggXL17EY489htq1a+Ovv/7Cvn37jPOesrKyjK/39fU1259Op7P4mF6vd7iMaWlpaNCgAQ4ePGj27/Tp03jmmWcA5PVc7dixA82bN8eCBQsQFxeHnTt3OvyeRESeKi0tzXidBYALFy7g4MGDiI+PR1xcHJ599ln0798ff//9Ny5cuIDdu3dj/PjxWL58OQCgY8eOqF+/PgYOHIgDBw5g3759GDx4MB555BGz3it7GFQREZFmVa9eHffu3cO+ffug1+vx9ddfo2nTpoiLi0NCQoJs71Mw4Nm5c6fVIXv169fHmTNnEBUVVahlNCwszLhdvXr1MHr0aGzfvh01a9bE77//Llt5iYg8xd69e1GvXj3Uq1cPADBixAjUq1cPY8aMAZDXiNW/f3+MHDkSVapUQa9evbBnzx6UKVMGQN583H///RfFixdH69at0a1bN1SrVg3z588XVQ7OqSIiItW7desW+vbti4EDB6J27doICQnB3r17MXHiRPTs2ROVKlVCdnY2Jk+ejO7du2Pbtm2YNm2abO+/bds2TJw4Eb169cKaNWuwcOFCYytnQc8++yy+/PJL9OzZE5988glKly6NS5cu4e+//8Y777yD7Oxs/PTTT+jRowdKlSqFU6dO4cyZM+jfv79s5SUi8hRt27aFwWCw+ryvry/Gjh2LsWPHWt2mVKlS+OuvvySVg0EVERGpXnBwMJo0aYJvvvkG586dQ3Z2NmJjYzFo0CC89957KFKkCCZNmoQvvvgCo0ePRuvWrTF+/HjZApWRI0di7969GDt2LEJDQzFp0iR07tzZ4raBgYHYvHkz3n33XfTu3Rt3795FTEwMOnTogNDQUNy/fx8nT57EnDlzcOvWLZQsWRJDhgzB4MGDZSkrERG5ns5gK7QjIiLycOXKlcPw4cPNsgsSERGZ4pwqIiIiIiIiCRhUERERERERScDhf0RERERERBKwp4qIiIiIiEgCBlVEREREREQSMKgiIiIiIiKSgEEVERERERGRBAyqiIiIiIiIJGBQRUREREREJAGDKiIiIiIiIgkYVBEREREREUnwf/1xhy/zsVJ+AAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":19},{"cell_type":"markdown","source":"view whole data in chunks!","metadata":{}},{"cell_type":"code","source":"\"\"\"\nchunk_size = 300 * resp_freq\nfor i in range(0, len(signal), chunk_size):\n    plt.figure(figsize=(15, 4))\n    plt.plot(signal[i:i+chunk_size])\n    plt.title(f'Data from {i/resp_freq} to {(i+chunk_size)/resp_freq}')\n    plt.show()\n\"\"\"","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:08.107608Z","iopub.execute_input":"2025-08-02T12:25:08.107807Z","iopub.status.idle":"2025-08-02T12:25:08.114818Z","shell.execute_reply.started":"2025-08-02T12:25:08.107791Z","shell.execute_reply":"2025-08-02T12:25:08.113091Z"}},"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":"\"\\nchunk_size = 300 * resp_freq\\nfor i in range(0, len(signal), chunk_size):\\n    plt.figure(figsize=(15, 4))\\n    plt.plot(signal[i:i+chunk_size])\\n    plt.title(f'Data from {i/resp_freq} to {(i+chunk_size)/resp_freq}')\\n    plt.show()\\n\""},"metadata":{}}],"execution_count":20},{"cell_type":"markdown","source":"5 SECOND MOVING AVRAGE ON RATE OF RESP SIGNAL","metadata":{}},{"cell_type":"code","source":"rsp_rate_onsets = nk.rsp_rate(rsp_clean, sampling_rate=resp_freq, method=\"trough\")\nplt.figure(figsize = (10,5))\nplt.plot(rsp_rate_onsets[:]) \nplt.title('RESP RATE')\nplt.xlabel('Samples')\nplt.ylabel('RATE')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:08.115770Z","iopub.execute_input":"2025-08-02T12:25:08.116032Z","iopub.status.idle":"2025-08-02T12:25:08.991301Z","shell.execute_reply.started":"2025-08-02T12:25:08.116012Z","shell.execute_reply":"2025-08-02T12:25:08.990111Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x500 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA0kAAAHWCAYAAACi1sL/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAADbuklEQVR4nOydd5wWxf3HP89zleO4o3P0Jr0qCGJBUCzYFTW2WOJPo0ETNTGRxNiiYjTWiJoogRBriL1hQUCRDtKV3uGOendwcPXZ3x93z3Ozu7O7M9uf577vvIj3PM/u7Ozs7Mx859siiqIoIAiCIAiCIAiCIAAA0aArQBAEQRAEQRAEESZISCIIgiAIgiAIgmAgIYkgCIIgCIIgCIKBhCSCIAiCIAiCIAgGEpIIgiAIgiAIgiAYSEgiCIIgCIIgCIJgICGJIAiCIAiCIAiCgYQkgiAIgiAIgiAIBhKSCIIgCIIgCIIgGEhIIgiCIAiCIAiCYCAhiSAIgrDN1KlTEYlEEv/S09PRvn173Hjjjdi1a5fu+FGjRqmOZ//17t1bdeyqVatw+eWXo3PnzsjOzkb79u1x1lln4e9//7vquC5duqjKad26NU477TS8//77lvV/6KGHVOdmZGSgS5cu+PWvf43i4mLD837/+98jEongZz/7mep7o3vT/ps9eza2bt1qeswTTzxhWX+CIAjCG9KDrgBBEASR/DzyyCPo2rUrysvLsWDBAkydOhVz587F6tWrkZ2drTq2Q4cOmDhxoq6M/Pz8xN/z5s3D6NGj0alTJ9xyyy0oKCjAjh07sGDBAjz//PO48847VecOHjwYv/3tbwEAu3fvxj/+8Q9cdtllePnll3HbbbdZ1v/ll19Gbm4uysrKMHPmTPz973/HsmXLMHfuXN2xiqLgrbfeQpcuXfDxxx/j8OHDaNKkCQDgP//5j+rYadOm4auvvtJ936dPHxw7dgwAcPXVV+O8887TXef444+3rDdBEAThEQpBEARB2GTKlCkKAGXx4sWq7//whz8oAJR33nlH9f3pp5+u9OvXz7Lc8847T2nVqpVy6NAh3W9FRUWqz507d1bOP/981Xd79uxRGjdurPTs2dP0Og8++KACQNm3b5/q+5/97GcKAGXhwoW6c7755hsFgPLNN98oGRkZytSpUw3LHz9+vGI01W7ZskUBoDz11FOmdSQIgiD8h8ztCIIgCNc57bTTAACbNm2ydf6mTZvQr18/NG3aVPdb69atLc8vKChAnz59sGXLFlvXN6v/G2+8gb59+2L06NEYM2YM3njjDVvXIAiCIMILmdsRBEEQrrN161YAQLNmzXS/1dTUYP/+/brvGzVqhMaNGwMAOnfujPnz52P16tXo37+/9PWrqqqwY8cOtGjRQvpcwLj+FRUVePfddxOmfVdffTVuuukmFBYWoqCgwNa1jh49ym2Ppk2bIj2dpmmCIIggIE0SQRAE4ZiSkhLs378fO3fuxLvvvouHH34YWVlZuOCCC3TH/vTTT2jVqpXuX1zwAIDf/e53OHr0KAYPHoyTTz4Zf/jDH/Dll1+iqqqKe/2qqirs378f+/fvx8qVK3H99dejqKgIV1xxhVD9Dx48iP3792Pbtm2YMmUKJk2ahFatWmHkyJGq4z755BMUFxfjqquuAgBccsklyMjIwNtvvy3aVDoefPBBbnssWbLEdpkEQRCEM2iLiiAIgnDMmDFjVJ+7dOmC119/HR06dNAd26VLF7z66qu679ljzzrrLMyfPx8TJ07EF198gfnz5+PJJ59Eq1at8Nprr+Giiy5Snfvll1+iVatWic9paWn4+c9/jr/+9a9C9e/Vq5fq84ABAzBlyhTk5OSovn/jjTcwdOhQHHfccQCAJk2a4Pzzz8cbb7yBu+66S+haWm699VauMNe3b19b5REEQRDOISGJIAiCcMykSZPQs2dPlJSU4F//+he+/fZbZGVlcY9t3LixTqjiceKJJ+K9995DZWUlVqxYgffffx/PPvssLr/8cixfvlwlRAwfPhyPPvooIpEIcnJy0KdPH64/kxHvvvsu8vLysG/fPrzwwgvYsmULGjVqpDqmuLgYn332Ge644w5s3Lgx8f0pp5yCd999F+vXr0fPnj2FrxmnR48eQu1BEARB+AcJSQRBEIRjhg0bhqFDhwKoNUE79dRTcc0112DdunXIzc11VHZmZiZOPPFEnHjiiejZsyduuukmTJ8+HQ8++GDimJYtWzoSNEaOHImWLVsCAC688EIMGDAA1157LZYuXYpotNYyffr06aioqMDTTz+Np59+WlfGG2+8gYcffth2HQiCIIjwQD5JBEEQhKukpaVh4sSJ2L17N1588UVXy44LYnv27HG1XJbc3Fw8+OCDWL58Of773/8mvn/jjTfQv39/TJ8+XfdvzJgxePPNNz2rE0EQBOEvJCQRBEEQrjNq1CgMGzYMzz33HMrLy6XPnzVrFhRF0X3/2WefAdD7ELnNtddeiw4dOiR8mnbs2IFvv/0WV155JS6//HLdv5tuugkbN27EwoULPa0XQRAE4Q9kbkcQBEF4wr333osrrrgCU6dOxW233Zb4vqSkBK+//jr3nOuuuw4AcOedd+Lo0aO49NJL0bt3b1RWVmLevHl455130KVLF9x0002e1j0jIwO/+c1vcO+992LGjBlYsWIFFEXRBYyIc9555yE9PR1vvPEGhg8fLnWtZcuWcduje/fuGDFihK36EwRBEM6IKLytOoIgCIIQYOrUqbjpppuwePHihClcnFgslghksG7dOqSlpWHUqFGYM2eOYXnxKWnGjBmYPn065s2bh507d6KyshKdOnXC2LFjcf/996sSynbp0gX9+/fHJ598Il3/hx56CA8//DD27duX8EmKU1paik6dOmHw4ME4ePAgSkpKsG3bNsOyRo8ejbVr12LXrl2J/EZ33HEHJk2axNWKbd26FV27djUs74YbbsDUqVOl74kgCIJwDglJBEEQBEEQBEEQDOSTRBAEQRAEQRAEwUBCEkEQBEEQBEEQBAMJSQRBEARBEARBEAwkJBEEQRAEQRAEQTCQkEQQBEEQBEEQBMFAQhJBEARBEARBEARDyieTjcVi2L17N5o0aYJIJBJ0dQiCIAiCIAiCCAhFUXD48GG0a9cO0aixvijlhaTdu3ejY8eOQVeDIAiCIAiCIIiQsGPHDnTo0MHw95QXkpo0aQKgtiHy8vICrg1BEARBEARBEEFRWlqKjh07JmQEI1JeSIqb2OXl5ZGQRBAEQRAEQRCEpRsOBW4gCIIgCIIgCIJgICGJIAiCIAiCIAiCgYQkgiAIgiAIgiAIBhKSCIIgCIIgCIIgGEhIIgiCIAiCIAiCYCAhiSAIgiAIgiAIgoGEJIIgCIIgCIIgCAYSkgiCIAiCIAiCIBhISCIIgiAIgiAIgmAgIYkgCIIgCIIgCIKBhCSCIAiCIAiCIAgGEpIIgiAIgiAIgiAYSEgiCIIgCIIgCIJgICGJIAiCIAgixFRU1+C2/yzFW4u2B10VgmgwkJBEEARBEAQRYt5ZvAMz1hRiwnurgq4KQTQYSEgiCIIgCIIIMaXHqoKuAkE0OAIVkrp06YJIJKL7N378eABAeXk5xo8fjxYtWiA3Nxfjxo1DUVFRkFUmCIIgCIIgCCLFCVRIWrx4Mfbs2ZP499VXXwEArrjiCgDA3XffjY8//hjTp0/HnDlzsHv3blx22WVBVpkgCIIgCIIgiBQnPciLt2rVSvX5iSeeQPfu3XH66aejpKQEkydPxptvvokzzjgDADBlyhT06dMHCxYswEknnRRElQmCIAiCIAiCSHFC45NUWVmJ119/Hb/4xS8QiUSwdOlSVFVVYcyYMYljevfujU6dOmH+/PmG5VRUVKC0tFT1jyAIgiAIgiAIQpTQCEkffPABiouLceONNwIACgsLkZmZiaZNm6qOa9OmDQoLCw3LmThxIvLz8xP/Onbs6GGtCYIgCIIgvCUSiQRdBYJocIRGSJo8eTLGjh2Ldu3aOSpnwoQJKCkpSfzbsWOHSzUkCIIgCIIgCKIhEKhPUpxt27bh66+/xnvvvZf4rqCgAJWVlSguLlZpk4qKilBQUGBYVlZWFrKysrysLkEQBEEQBEEQKUwoNElTpkxB69atcf755ye+GzJkCDIyMjBz5szEd+vWrcP27dsxYsSIIKpJEARBEASRlCiKEnQVCCKpCFyTFIvFMGXKFNxwww1IT6+vTn5+Pm6++Wbcc889aN68OfLy8nDnnXdixIgRFNmOIAiCIAhCkI17D+OaVxdi/OjjcMPJXYKuDkEkBYFrkr7++mts374dv/jFL3S/Pfvss7jgggswbtw4jBw5EgUFBSqTPIIgCIIgCMKcP72/GnsPV+DBj9YEXRWCSBoC1ySdffbZhirg7OxsTJo0CZMmTfK5VgRBEARBEKlBjEztCEKawDVJBEEQBEEQBEEQYYKEJIIgCIIgCIIgCAYSkgiCIAiCIAiCIBhISCIIgiAIgiAIgmAgIYkgCIIgCIIgCIKBhCSCIAiCIAiCIAgGEpIIgiAIgiAIgiAYSEgiCIIgCIJwAUVRsK7wMKpqYkFXhSAIh5CQRBAEQRAE4QJvLdqBc577FrdOWxJ0VQiCcAgJSQRBEARBEC4wee5mAMCsdfsCrglBEE4hIYkgCIIgCCLERCJB14AgGh4kJBEEQRAEQaQwEZCURRCykJBEEARBEASRwihQgq4CQSQdJCQRBEEQBEE0ELYfOIpLX/oeM1bvCboqBBFqSEgiCIIgCIJwgUgSOA/94d2V+GF7MW57fVnQVSGIUENCEkEQBEEQRIhx06eo5FiVa2URRCpDQhJBEARBEEQKQ4EbCEIeEpIIgiAIgiBSGArcQBDykJBEEARBEAThAl7pa0jIIQj/ISGJIAiCIAiCIAiCgYQkgiAIgiAIFwirvof1SUqCAHwEEQpISCIIgiAIgggxFHiBIPyHhCSCIAiCIAgX8FOUqaqJQVHEdFfk00QQ8pCQRBAEQRAEkUQcqajG4Ie/xLWvLQy6KgSRspCQRBAEQRAEkUTMWbcPZZU1mLfpgNDxZK5HEPKQkEQQBEEQBNFAoMANBCEGCUkEQRAEQRAhhgQbgvAfEpIIgiAIgiBcIKzCDBu4QTDWA0E0eEhIIgiCIAiCIAiCYCAhiSAIgiAIIoWhwA0EIQ8JSQRBEARBEEmEE7O+sJoEEkTYICGJIAiCIAiCIAiCgYQkgiAIgiCIEEPKH4LwHxKSCIIgCIIgCIIgGEhIIgiCIAiCCDEUtZsg/IeEJIIgCIIgCBfwK4ocmd8RhPeQkEQQBEEQBJFEONEsUThwghCDhCSCIAiCIIgQQ2INQfgPCUkEQRAEQRAEQRAMJCQRBEEQBEE0EBQKA0EQQpCQRBAEQRAE4QIRn+ziyPyOILwncCFp165duO6669CiRQs0atQIAwYMwJIlSxK/K4qCBx54AG3btkWjRo0wZswYbNiwIcAaEwRBEARBJCcUuIEgxAhUSDp06BBOOeUUZGRk4PPPP8fatWvx9NNPo1mzZoljnnzySbzwwgt45ZVXsHDhQjRu3BjnnHMOysvLA6w5QRAEQRCEGoUs2QgiZUgP8uJ//etf0bFjR0yZMiXxXdeuXRN/K4qC5557Dvfffz8uvvhiAMC0adPQpk0bfPDBB7jqqqt8rzNBiKAoCiJ+2V0QBEEQKQ1NJwThP4Fqkj766CMMHToUV1xxBVq3bo3jjz8er776auL3LVu2oLCwEGPGjEl8l5+fj+HDh2P+/PncMisqKlBaWqr6RxB+8s9vN2HY4zOx7UBZ0FUhCIIgfISEGYJIHQIVkjZv3oyXX34ZPXr0wBdffIHbb78dv/71r/Hvf/8bAFBYWAgAaNOmjeq8Nm3aJH7TMnHiROTn5yf+dezY0dubIAgNj3/2E/YdrsCjn/4YdFUIgiCIFISEMYLwnkCFpFgshhNOOAGPP/44jj/+eNx666245ZZb8Morr9guc8KECSgpKUn827Fjh4s1JghxyDadIAiCCAWMUEUCFkGIEaiQ1LZtW/Tt21f1XZ8+fbB9+3YAQEFBAQCgqKhIdUxRUVHiNy1ZWVnIy8tT/SMIgiAIgmiw0KYdQUgTqJB0yimnYN26darv1q9fj86dOwOoDeJQUFCAmTNnJn4vLS3FwoULMWLECF/rShAEQRAEEQR+hO0+VlmDLfvJl5Yg4gQqJN19991YsGABHn/8cWzcuBFvvvkm/vnPf2L8+PEAgEgkgrvuuguPPvooPvroI6xatQrXX3892rVrh0suuSTIqhOEALR1RxAEQSQH5zz3LUb/bTaWbjsYdFUIIhQEGgL8xBNPxPvvv48JEybgkUceQdeuXfHcc8/h2muvTRzz+9//HmVlZbj11ltRXFyMU089FTNmzEB2dnaANScIgiAIgvAHxemmm4EiquRYFZpkpSMajWD7waMAgE9XFmJI5+bOrkcQKUCgQhIAXHDBBbjgggsMf49EInjkkUfwyCOP+FgrgnAD8o4lCIIgwgU7Mw16+EucclwLvPF/JwVWH4IIK4Ga2xEEQRAEQRAeo3D/BAB8v/GAr1UhiGSBhCSC8AzySSIIgmhIRCi+NkGkDCQkEQRBEARBuIDiUYI8x9HtJE537P9EECkCCUkEQRAEQRBJBWmsCMJrSEgiCIIgCIIgCIJgICGJIDyDdvoIgiAaEmHxSaquiWHv4fL6LxgLunDUkCDCDwlJBOEZwdh1e2UTTxBhpORYFW6ZtgSfrdoTdFUIIjRc+Y/5GPbYTKzaWRJ0VQgiaSEhiSBSiHkb9+PEx77GjNWFQVeFIHzh+a834Ku1RfjVG8uCrgpBeIasgmrZ9mIAwP+W7qgrwN36EERDgIQkgkghrnltIfYfqcRtry8NuioE4QsHyipcK+tQWSU+XbkHFdU1rpVJEF4QlFVfLEaWCkTDgYQkgiAIggBw9asLMP7NZfjbF+uCrgqRpKSywmZX8TEMfexrej+IBgMJSQRBEAQB4KfCwwCAT1aK+zfNWL0Hq3eR3wfhL45cTy3UUEZlP//1ehwsq8SLszY6uDhBJA8kJBEEQRApwduLtvt6vbW7S3Hb68twwd/n+npdouFB8XgIwn9ISCIIgiCSFnZP/L73Vvl67U37jvh6PSL8kCxDEKkDCUkEQRAEwSC6a58WTWUPFCJMaC3kHAVuILUUQQhBQhJBEARB2IBkJEJLKneJSErfHUHoISGJIAiCIGwQDSoOM5GSHKuswbiX5+HvMzd4eyHqtwQhBAlJBJGirN1dGnQVCMJzIpwF397D5bhl2hLMWb/P92sThF2mL92BpdsO4emv1gddFS4KeVwRDQwSkggiRbnilXlBV4EgAuHhj9biq7VFuOFfi2ydL7oYJBGJcJOKqljQVSAIgoGEJIJIIdiN7bLKmuAqQhABUlha7st1SJFEaHHSJ2TOFT3UTW0n+SQRDQ0SkgjCIyiAEEGkNiQkEWFHcTARfbxiN34qJLNtouFCQhJBEARB2IB21gk7bN1fhkVbDgZ2fZFe+/3G/bjzrR9w7nPfeV4fgggr6UFXgCAIgiDcxKnoQlpgwktG/W02AODre07Hca1zPb2WXXM7CvxDEKRJIgjPCMIUh/a1CQL+xeCiF45wwLrCw6rPXkRLdGJup4XMS4mGBglJBEEQRNIS5LqNvbabi1GCCBKjvkxdnGhokJBEEB5BEwpBJCeiO+bszj+974Qs2lDzXgj88T5KSiCCkIeEJIIgCCKlCMIniWQkIszI9k8yrSMIEpIIIqXwwqbdCTUxWjoSqQuZ2xGpiNE8ErLphSA8h4QkgiA8oeRYFU587Gv8+q0fgq4KkcpwFm5+iSvsopH2AwhATpDQytVhEkJI5icIEpIIgvCIj1bsxsGySny0YnfQVSEIT2DzJGn9SwjCS2StBmSOJq0oQdRCQhJBEAQRav49byv+s2Cb8PGOfZLsnEPrSsJD/DalDpNWiyCCgpLJEkQKEaZ5LUx1IZKX4qOVePCjNQCAcSe0R05meKYtdiG5/0gFOjTLCa4yRNLhp1xNMjxByEOaJIIgCCK0lFfFEn9Xcxx/IgGK4+yV//DuysDqQYQHJ/3Rr55MWiKCEIOEJMIXFm05iMc+XYvyqpqgq0L4BE3ERLIibDrH9PFVO0s8qQuRXKSCb1ry3wFBuEN47BaIlObKf8wHAORkpuPus3oGXBuCIFKFsCxKw1ELguBDe1YEIQ9pkghf2XqgLOgqpDReaG+OVFTjgQ9XY+HmA3J1oWmZSHGizAtHgRsIp8gEZ/BzdD1UVon5m+TGf4JIBUiTRBCEKc9+tR7T5m/DtPnbsPWJ84XPI3M7wm14gkhYfJJiJCUR8K4/akuV7W0yx2uvdeYzc3CwrBJNsmjJSDQsSJNE+AqtI5KPrftJ+0ckFySgE8lAUPmIrF4Pba0OllUCAA5XVHtSH4IIKyQkEYRHBDH9hcnELTw1IQhviJC5HZEk0HhMEPKQkET4zt7SctRwQvkSchSWlCNG7UgQgcFqrMjcjnCKmQaUehdB+A8JSYSvLN12CMMen4lrX1sQdFU8x8uduxmr9+CkiTPxm3eWe3iVWuyaLpHJE+EGVv0oyH7GXppkJMJPZLs9+55QVyUIMQIVkh566CFEIhHVv969eyd+Ly8vx/jx49GiRQvk5uZi3LhxKCoqCrDGhFN2FR8DACzYfDDgmiQ3L87aCAD4eMVuz69ld/EXJtM/gpBD3+k37j2Mxz5diwNHKgzOoKUn4UxoNzvV79FUJtIeQaQqgWuS+vXrhz179iT+zZ07N/Hb3XffjY8//hjTp0/HnDlzsHv3blx22WUB1pYgxAlkyUTzGpHKBCiHjH3+O7z63Rbc+7+V3OqQJqnhsWz7Ifz+fysMBWcrguozloEblOCCShBEmAg8nmN6ejoKCgp035eUlGDy5Ml48803ccYZZwAApkyZgj59+mDBggU46aST/K4qQTRIaEORCJKwdL+qmtpF48qdxdzfaUnZ8LjspXkAgLKKGky69oSAa0MQhNsErknasGED2rVrh27duuHaa6/F9u3bAQBLly5FVVUVxowZkzi2d+/e6NSpE+bPn29YXkVFBUpLS1X/CCLVIFM2oiHCM2nz+01gN9jZvylwQ8Nl074jQVfBEpozCEKeQIWk4cOHY+rUqZgxYwZefvllbNmyBaeddhoOHz6MwsJCZGZmomnTpqpz2rRpg8LCQsMyJ06ciPz8/MS/jh07enwXBEFwoTmZSFLsyDskIxGy6IR+CbW9lxr+SIR8kggCCNjcbuzYsYm/Bw4ciOHDh6Nz587473//i0aNGtkqc8KECbjnnnsSn0tLS0lQIgIhiCnGn1zvXp5FEBpC3JHIb4NwQli1O9StCaKWwM3tWJo2bYqePXti48aNKCgoQGVlJYqLi1XHFBUVcX2Y4mRlZSEvL0/1L6y8vmAbrn1tAY5QFuuUJHXmmdS5EyK5EV28hXXxyeNQWSWu+ud8TF+yI+iqEBrmbzqAy1+eh58Kgzfbd1OxQ1oighAjVELSkSNHsGnTJrRt2xZDhgxBRkYGZs6cmfh93bp12L59O0aMGBFgLd3j/g9W4/uNBzD5uy1BV4UgXIcmYiLVcWP74PmZG7Bg80FV1DwiHFz96gIs2XYIN09d4kn5foaNlx2OafQmiIDN7X73u9/hwgsvROfOnbF79248+OCDSEtLw9VXX438/HzcfPPNuOeee9C8eXPk5eXhzjvvxIgRI1Iusl1ZJWmSUhlFUbCnpBztmtozIQ0emi5lqIkp2He4AgX52UFXJeUQXeg5XXyane32sra0vMrlEgm32W8R4tst87QwjbRkP0AQAWuSdu7ciauvvhq9evXClVdeiRYtWmDBggVo1aoVAODZZ5/FBRdcgHHjxmHkyJEoKCjAe++9F2SVPYHs2lOb+z9YjZOf+AZvLdruWplGi8UwKW9CVBVfuWnqYpw0cSa+Xb8v6KqkHDRUEmEnWce9mlj9yyWyyfD12iKc/ewcrN5V4mW1CCJQAtUkvf3226a/Z2dnY9KkSZg0aZJPNSII93ljYa1w9PSX63D1sE6ulEmLxfASF47+PW8rRvZsFXBtGiZe+iSxm1r0HhI6JHaqwtR/Bj/ypdTx/zet1gTx1mlLMG/CmV5UiSACJ1Q+SUTDY+m2g3j2q/WoqokFXRXPCdOE6Adh0moFQQN73J5hJfB40c/cKLKotBxrd1s7/CdTkAmCj5++RV5xuFxt9i/aKynwFJHKBKpJIohxL9cmBs5rlIGbT+0acG2Sh2QQQJKhjkRy4ddSVHud8qoag+OMazT88dqgQ7N+NwpdWzZ2q2pEAMj0OyfDnhdjZlzz6dV4nPziIUEYQ5okIhRs3Hs46CqkBGa70jUxRWV3bkRD0OoRqYuoj6dMP5+9zr5/2cqdxbbPJVIbr6wLnAYDIe0mQdRCQhJBNABiMQVnPTsHZz87BzETQWny3C3o8afP8f3G/T7WjiCMYXfA3QpyM2f9PvT40+eYNn+rdB1UuFAd0rgmP0GYUpv1m8c//VF/vITgI2M+SN2XSGVISAoBDc1XhU/qD7VuPmbZ1jpQVonN+8qwaV8ZSo4Z7zL+5ZO1AIDfTV9Rf63UfzSeQFEr/cHOrvedby4DADzw4RrBa9Tj9lOlbkK4zdo9/iW/pe5LpDLkk0SEBBpqZZBtLSeOxXYXcWSyQSQrWgHXKDEyjVqEFm1XicUURKNiY6HZmOnnaPr6AvfSVRBEMkOapBBAO/WEW4j0Jb/6G/VrIggUBa6vKFWaJJclI3pPUpclWw9iwENfuJojzw2oyxGEGCQkhQAytyBkkZ7kHPQxWsQRqYaRZsj4eP73ImO37LWI5IZ92uPfXIayyhpMeG9VYHVIfEfdkCCkISGJIDxCa7ITFh8VMoPzh3A87eTHqrdyF38eanvMfPoIQgap0OKajk7jOEF4DwlJBJGMGGwL0rRJpDK8RaV270Fk4Wm1q64tw2hB6kYSUXpnxThYVombpizCZ6v2BF0VHWwvsKM59DqXEUEQ9iAhiSAkKSwpx7FKfnJJ35DUSjlZytmdt8nMiAgMt7ueg/LoLXCHp75Yh1nr9uFXbywLuirCiGh7yqtqcMbTc3DPO8ulyjYV0Jmxd/HWQ1LlEgRRDwlJBCHBjoNHcdLEmThp4kzLY7VCQpDmVyqZSnLVZrfetDgk3IB9j9yyWJXtm4Zpksim0jcOllUEXQUhZPqWoiiY+eNebNlfhvd+2GX7mku2HjT8jRcOnPavCEIMEpJCAM2zycO3G/YB8N4vofhopbkPk5NZjjockUJoXwUvfP9IKxo8YfbBcavPmd2hWRe8/JX5qKiut27wtaVoPiFSGBKSiMBYvqM46Cp4it2J87NVezD4ka/wGCdruhXG+Vzsz2T2ze1sX5IgQoWhJsnXWjRsAh1PBB+0oig4UlEtVbTd+9IKjRXVsfp62CuSIAgNJCQRrvHb/67AhPdWCh8/ee4WD2vjDX7sZsaFo9dcbB9WXnPD2Zywhkyx3EGVo8ilvutWCHCvzyWSi9tfX4afCg8nPksHCHFiICDxarg6NlH/JlIYEpIIVygqLce7y3birUU7UCa5k9ZQCHLRrL30fxZsM40S5ca8F2bzGIKQgfpy8CSDsDljTWHQVQBA5nYE4RbpQVeASA1qYvUjJY2ZtYTVj2HTvjL8+YPVAICtT5zPPYaeIZEs6HySXChTu6FhnEzWhRDg4RwmCAmMekGYHi07H1GfIwgxSEgKAalmlhOWpKlBE0Q7GEfhqq/LwbJK2+UQRDIQogjgBGGKm30rFlNUvkks367f5+KVGOjlIFIYMrcjXMHOzpTK10ABXpi5AXO8GsglWLrtILYdKOP+xt5nabk3Ee5EhCvZ5vZbXquorlFFW2qI0FZBcFi1vfRwZaRJki2HIEwwM+vU/aL9QgGum7wQfR6YgX2HfQyXTi8BkcKQJikENFTVN3vfX64tSmg4jEzA/GDzviMY9/J8oXoMfOhLPPezwbjk+PZ+VC0wZPunoig4eeI3OCCgsSIIt3FrQ2D2ur146ot1eOryQZ76JJG/UwoQEkFh3qYDAIBdxcdMj6M+RxBikCYpBKSadZqd2xExAfODdUxkIhEmvLfKo5q4i2wfc+JPVR1TSEAivIHbj91f8CmKghunLMaa3aW4ZdoS440CgfeKFqQNF8txVGl4m6TlVTU4cCQ5EgMTBAlJhCsk40KgJqZg+pId2Lqfb1rHQ2/hIC59+OKjZGgW5J8knnw9gUg1rPqg1cK0tLw+QmfJsaqU28gikhA3pakAB+kRE2diyKNfY+/h8uAqQRCCkJBEuI7ogiLoxfSbC7fh3v+txKi/zQ64Jt7j5yKP1pO1UAAT9+G3aHDtTDnHCCfo+k/Qk6IPHDpa68u7eMuhgGtCENaQkEQ0WBZt1Q/S8v43LlXGY5KkmgThGDHBRfxFVxRFaFzISqfplCAIIpWgUZ0gDPhw+S5c/OJcSyfYIJAV5mI+SnPJIjgSqUJw2+9sXx83pENg9SC8xVuNoVj/tTpKpo4NQGFFEK5AQhIRGGFNthrnN28vx4qdJXjww9WJ75xU2Q/ZwThPkpMy5W6aTJAIr3BLAJd9j3OzrAPBpkftDQ4hHwYJAex2y6A2lPZR4ASCEIKEpBCQCovKVJ7oDzNO3DKE66mGqzYE4RUiC0/ZxWmagQDElmNUZiqPjQ0FvwIT+dVVNu8TD1ZEEA0ZEpII9/F5Pa4oCnYcPOqLo7zRZOlnHewQM6iWF/XlFRnWdkkm4n2soRF0zwn6+kTw2N3IFBGQ3RKiaYglCPchIYlIep6fuQGnPTkLz3613oXSZE3Lapk8dwtOe3IWHv54rc2SvEW9461wv/fr+oQ9HvhwDU57chb+PW9r0FUJFbxFptXC07WFqepv6uQNlSA2gbRdeOGWg4bHrt5V4m1lCCJFISGJcAV2wGYXC1v3l2Hmj0WW5zjhua83AABe+GajSyXK88TnPwEApjILWN206UeaJIPVn+wCjkyEwsd/FmwDADw546eAaxJ+3Fyzern+jcUU7CmhfDFhJxnyAL61aLvhbxf8fa5n16WtASKVsfZGJQgHpHwOoroZwk2hwt0AxnVlMoWygpQXExzX3M6D6zRUahqwWs4tbY2T90f2GLNr3fPf5Zizfp9kbQi/8UtLaBbMyGqOoX5EEO5DmqQQ0IDXPI45WFYZdBUA8HcavXyuskUbhQC/6MW5+GzVHucVYuAtKMLukzT1+y0Y9/I8lJZXeVK+m/cfi7lWlGMe+HA1fvXG0tA9X780oSL3bXbEB8t3u1cZIjCMnrFVP1RgFpE0XO+UEXZfNbJWIJIBEpII1/FrbC+vqsEJf/nKn4vFMRrYQzLgG008Rj5Ja3aX4ldvLPO4VuHXJD308Vos3XYI/5izybUy4808b9N+nPCXr/DpSneE0TBpkqbN34bPVhViw94jgdXBzqsns0AT1SIYLpTFL0WkMC/M3ICSY95swgRJsoU/JwgZSEgKAbSjYo8DHmiRjIUMBWt2l6C8qkb9PRQoioLKav32vpfP1UnRIvmpHOWDSuLJ72hljfVBklw/eREOHa3C+DfdEUZrjEIVBkh1jT918iK8txNUgRvC91iIgGEtDJ75aj3u/2C1ydFqtP1Ja60Q9jyDBJEKkE9SCEiJydXWdq7/l7TLjNWFuN1A4/LZqkLu92F6rkEtHIO4fthgTR2LSsvRJi87wNp4QypHdmvIfZcQw6iPaN+LRVsO6M5jhZ1kFHvI3I5IZUiTRCQtUR9H2XeX7TL8bc1usfCqbq61ZHcR2cla1tZdtpl55SfLItqLBTH7rO588wf3L0CoEOlrstHKjMpU9xf77xhBaEmWHqSt5+x1e/GvuVusz0uWGyQaNKRJIlwhiBCp0ZDsRBma6PlbDQBmTsC+ViN01w8C3sJ6+c5i/yviA77l2+J8N3fjfn8uLkFD7O+EHjfnxWTRvNw4ZTEAoH/7fAzr2jzg2hCEM0iTRLiOb+sDlyeNWEzBih3FUuf4GaTCye40e6aQT5JJ49bEFCzbfggV1Xz/nVRZH876aS/ue3cljnngp0SIY9Xvtx04qjney9po4Sdm3nKgzM9KEEmKmdYz2bWRe0qOmf6eLEIfUYvTNUiyQkISkbS4rb36z4JteGm2fHQzr7Voh8oq0eeBGbjm1YW2y3BzcJs0ayMue2meoelYqoyjN01djLcX78Cr320WPmfLfovFcYq0TbLx/g87ceHf52J3sfnCjYedR3bm03MSf9NiMPnhjWmfC6ROEHn27CEyfSXZu1WqzBMNgcKScvT+8wzcMm1p0FXxHRKSCNdJ1t2GNxcaZyw3Q3RiE20X7WFfri2EogDzNx/gnyBSpu0z9bxWJzR8ubZI/PrJ2SUAWO+IsizddsjDmhAi8Lra3e+swKpdJXjoozUA3BNc1KH13SmTSA5+8/Zy6XNk+oj20GQXiojk5X9LdwAAvv5RfM5PFUIjJD3xxBOIRCK46667Et+Vl5dj/PjxaNGiBXJzczFu3DgUFTW8h5SqONXAuB0MICvD+HUw8zvyevKSCdJgdKyvCzjOtZIncIO5+cu6wsOoqhHL5kqLZvcRSt5qckxZZbWNiwqGHk+SPk7IY50U1p1nb3adVOtdpGElkoFQCEmLFy/GP/7xDwwcOFD1/d13342PP/4Y06dPx5w5c7B7925cdtllAdWScJuZPzkUeDmzhpMcMplpNl8HQ8HEnWmNF8VPfn6Ri7zFXlI6uh3nwaSCwPDmou0457lvcfvrciYHbPPRQjq1oKfZMPBq/KoNAW7vmskuZKTCnNBQaMg5uQIXko4cOYJrr70Wr776Kpo1a5b4vqSkBJMnT8YzzzyDM844A0OGDMGUKVMwb948LFiwIMAaEzzsvEPFR51lH3d7jE1PsyF6+DDS82ole1WakOwTb7vJ39WGtf36x72GxzbUqcS36HZCGh1jLXX8fC+eE71jDQxJfyMfLkcQhMsELiSNHz8e559/PsaMGaP6funSpaiqqlJ937t3b3Tq1Anz5883LK+iogKlpaWqf0RqsnmfuxGk7Jr/iZ5ldw3lxiaObHQ7M6zO5y0Wk2X9mCz1JPzDPAKZjxUhQovdfqD3O4owvyVH57K7UdiAlRNEEhFonqS3334by5Ytw+LFi3W/FRYWIjMzE02bNlV936ZNGxQWFhqWOXHiRDz88MNuV5WwQG1S5D3FRytx9at6jWLtgG1T2LGZ78jrwV7G3C4M8w6vvZI1mIcKk8bdsr8Ms37ai0aZaaZFpEIz8AjTgk5RrOvjhflIeFqA8AORHuSlmVIQuQkJoqERmJC0Y8cO/OY3v8FXX32F7Oxs18qdMGEC7rnnnsTn0tJSdOzY0bXyiXCgzY0Sx8lCxWw+M5uOvJysHv1kLQZ0yHdczvdMws1PV+6WOteN+0uWBSRXCyZQ+dF/mw0AaJtfP5alqkDU0HD+HPXvj6IouG6y/ZD+RPC48norirBPUlg1L6EIFkQQHiFlbnfeeeehpKQk8fmJJ55AcXFx4vOBAwfQt29fobKWLl2KvXv34oQTTkB6ejrS09MxZ84cvPDCC0hPT0ebNm1QWVmpKh8AioqKUFBQYFhuVlYW8vLyVP+IhoOTgdmOMKDA28nrtblbsMmhWeGOg0fx3NcbEp8/WG4tJJm1o2WkpxSdHUUe856SctPfU6llgnjOQpdUrH2SXKuPQTJZK3YeOobvN9oP6R80u4uPobTcmU9pKhHEkBcWoSlVx3uCACSFpC+++AIVFRWJz48//jgOHjyY+FxdXY1169YJlXXmmWdi1apVWL58eeLf0KFDce211yb+zsjIwMyZMxPnrFu3Dtu3b8eIESNkqh16Um2Q8eN2jC7hxOwnLJOOlspqfchptq5WIanv+e9y6WtuP3gUsXikQOnodpzvDB7LruJj2GqVgDXJCWu/ShaSZXQMk8mhl+wtLcfJT3yDgQ99GXRVAsWN11rnk5SCY8WekmN4Y+E2HKusCboqhE1SsV+KImVup13MO1ncN2nSBP3791d917hxY7Ro0SLx/c0334x77rkHzZs3R15eHu68806MGDECJ510ku3rEoSbmL0CB8sqXbkGb4Bir3vaX2dhwR/PNDy2qLRC/6UAxceq0LxxpuVxiqJY295z2ikWU3DKE98AAFY/fA5ys/yz/t1dfAxbD5Th5O4tVd9zw5fbXPw2lEWzn4i0qZ/tnmL7W0Is31EcdBWSBiG/JUFxK1l9kC568XvsO1yBDUVH8NBF/YKuDkFIEXh0OzOeffZZXHDBBRg3bhxGjhyJgoICvPfee0FXi+DALpKDXBwGYvZg8P2a3erIil7VrbDU3MTLLiKbIGUV1Tj9qdn44/urmPM4ZXH6RA1zYJFH92DEyU98g2teXYglWw9aH+wiqaY1jpOitwWgVr4XNfMTpSHvzCYjvEfrStRRxfhzqrxT+w7XbtLNXmecOoEgworU1m0kEtHtGLsZvWX27Nmqz9nZ2Zg0aRImTZrk2jUIgseu4mP4bsN+6wMDgPeGaV87IW2OJEZzNHuVj1fsxvaDR/Hmwu14/NIBdefJJ5MNakGwZNshDO3SXKgedtu3qiZFVjtJgtkzdHsDR6S0XcXHdN8lc3LGZK570KTiSCB6T/pw50SykKxaTDeQNre78cYbkZWVBQAoLy/HbbfdhsaNGwOAyl+JIIJAZrHN7upf9tL3HtTGHV6avcnyGLPM7XYRSbzp3qQfzPIhPWrdaF4mIE0V/Hp6oslkrfBinW903b98shY3n9pVfX33L094iKfPyzD1hDa8ndBpoSWWKqqxBkhD3heREpKuv/561S7Sddddxz2GkCMVhg6/3yG3zZZM/XZC+IC0OzsK84tbCPl/cKM0CH0VCnOSzHTvLI6TOalusuPmpG421rC/7Tqk1xilIg1xvWT7vZUUbFLZjzGCSMqaGxOpi5SQNHXqVI+qQRDuIDPJyJiNmOZQEizGywkwpihIc3v5EtegSK44rZLJHi6vwvs/7MKZfdo4qJw7pEfVQlK8lryIgsnAyp3FaNe0EVrmZnl+rSDWO0KuQaZCTe1/vdgZXbT1ID5ftQdjB7S1PLYh78w2JCyFIl0wLP7fqcK7y3YFXQWCkEJqGzUtLQ1795LzHWFBgIO7XXM7PyiviuHdpTtx4Ij7ZqleLP7eWLi9rmx1O1kJTVYalPveXYUHPlyDq/+5wPQcP9D7dtX+dzET0MHNqnl5n8t3FOOiF7/H0Ee/9u4iSYKrmiSIb3D849vN7l2YUBE2vwiR+ohsMNm5qw1Fh5NOpadAwe+mrwi6GoQNkqyruYqUkESqUsIvftxTil/+ZwnWFx3m/m4UXjvsPfS301fg2tcWul6u2SLO7oLx+ZkbrA+ywVdriwDU5mIKGhk7edl29Lsvfr8xuMAjfs0NItcxOyIs40PYFvwyBKUFS0ZTNG1Tae/Abl8969lvsXJnib1K+UQyPi+C0BLqEOANhVSQPd2+hVv/swRfrCnCuJfmcX+/+d9LXL6ifWTN0X4q5At+chdVfzSN6CX4cI5WVvMvZXJ/onmFwtTHyyrq7zNM9SL8wy0hRbT/1MS02lhXLp+0rNhRjNe+21yfsDrJcbJJoEqfIVHMNz+Fw6pHtM401hLJiHT2xtdeew25ubmmx/z617+2XSEi+XFjLNxTXJs353AFf+FueG2JkTgZx2yjUN9uTEDHP/KV80IgnidJ/bt/DHr4y/rrGjQc28L10e3CvbINcuHt5fNT+WlIHu83Rpc++YmZmPW7UcjJrJ1yw92TzHGjn108qTaaaH6jDFwxtKPzApMUXZ4k1W8awVp3shc1kqeqxp7/ZkPfKEgmGvKzkhaSXnnlFaSlpRn+HolESEiShNTSenIy01BaLicgeUWYno9RqG83zO0qDIIVmJ0uLDiEpwlRzexep8hGNoDwC3F+YtUWMpO+ohgLXqJjQ1FpBWav24fzBII6NCSMzKlTBat+piC5BWZAPZ6aYZY4lyDCirSQtGTJErRu3dqLuhApQhh3cnm4NTkZman5iaLURo2LZzePs3TbQddDE6u0LFxzOz01LnaKNxZuw97SCtx9Vk/HZek1SfqkSGESks0IVJPkUxOJ5Ukysz11ry788q0j6wFI/pUxoXrfjJ66k42L5Bh1CCK1kfJJokzbRNiRim7n0jW/WFPkUknWxOusfRNjioLJc7fojh/38nzhnT634JmwjZj4DUqOVtV+4GnCJKr4p/dX4/mZG1zZhU4lTZIX7Dx0FNUG5jTUdHrMHfHZbGbJO5cmc939xlKTJBU4Jrna3erWkux2GjRb9gcfZCkoXI1uF4vF8MknnziqEEEA4ZsQzBYGfkZ9NLqWAqDkWJVv9UhcV+LWpy/dUXeS/rd4XqKK6hps3V8mVN5hF8wxpTSPsl0yyaWIb34qwql/nYWbpi4OuioMQqok35BLOeBdPYjkRaWRYjqJVX9JFg03kfy8tWh70FUIDCkh6cEHH+QGbdi4cSP++Mc/okOHDrj00ktdq1xDgSZPPbZlJJm2TOJ25+X30UbQ8upa1ruj8te48MW5WL2rBFf+YwFG/W025qzfZ3nOih3FmL/pgPzFGIySOaqSySZJP3F7W2HK91sBAN9tCC60eFhwowuorO0MHtarDSzPUqrMfUb3UV5V429FCIJwFWkhKScnBwBw7NgxTJs2DSNHjkSvXr0wb948PPDAA9i5c6cnFU01Vu4sDroKoca+jOT/rOvGFb/fuB83TlmEHRa5gwyvpQBVNeG+98RCwuDhXvD3uVixoxgA8N8lO7jHsCGDH/lkLa5+dYFhziypOmm49T9LbZfZMPErT5LAMTAWQuLjg1sCpYwzOiuQG13/sc9+dF4prwmXkj/UbD0gZ6akGH6gZieIIJAO3LB48WK89tprePvtt9G9e3dce+21mDdvHl566SX07dvXizqmJBe9+H3QVXAVlZlAsmy9S+C19V88wexvbWYkjymKoe+Imzz44epAhLE4vOSvew+Xo3njTNfKAzSaJJv4/R643UfDZvIqSqpoJ4jw4KVJdUPx8dK3YcO4byK5kRKSBg4ciNLSUlxzzTWYN28e+vXrBwC47777PKkc0XCxu0BL9gVSUWm56e/GoYi9M7dj+ff8barPvKfkNFyyGbwoedUOhDZtk/FzPCUHQS62fItu51I5suOLmS+gH9cPE0HVPMzChBcbIsm+2Xi4vNoiWXBy3x/RMJASktatW4ef/exnGD16NGmNXISGCvcIpC39dBQ3uJiiKL5HsQP4t+7G5G60HOKtVY20QSLI1DWZF7YNCbNn6rYwp9Xeil6belItci6kqTdT6vLeKerfWHh+qGHmwY/WYPa6vYnPIa8uQXCR8knavHkzevXqhdtvvx0dOnTA7373O/zwww+0eJBkr4W2INlxY/BuqD1KtO20u6oxBaiOeWNu9+nKPa6U40a/4GnLHOUi0WqSaCoXxq+ojuwzceuSbowv8zcdwH3vrVJ9Z1a/mMokmUgmwvC8wi4U8Zi1ziwAT0Od5YlkQkpIat++Pf70pz9h48aN+M9//oPCwkKccsopqK6uxtSpU7F+/Xqv6plSHDrqf6jmZMOu3C2zcAvjgtiqTmambE7Mzsww1VBxKmRmEiiK9thYTMHtry/FU1+sMzznoY/W4F5Jny6R/hI/RjoCuM/dy3WfJHeL8w2/2v2e/y6XOr4mpmBD0WFfUwZ4QVCbomEzt1MpgGw+UlPNo70iCcJzSo5V4eXZm7DzUOrnT5ISkljOOOMMvP7669izZw9efPFFfPPNN+jduzeOO+44N+tHJCE0uAeAEky784I4eFGP1xduw+erCzF13lbdb5FIbX6lqfO2YvrSnZYRAlkomWwte0vLccbfZuO178RDUM/f7Cz8uh1c29iQXG+LXnXN7lJ8saaQ+9u9/1uJs579Fq99t0Xu4pL4EcDFLeSSf4frZXXNP05VpnGpsqkYCMIr7v9gNf464ydc+tK8oKviObaFpDj5+fn41a9+hblz5+Kpp57Cjh380L2EMUm+segRNgM3uFwLgGM37vI1dxUfS/xtN6paUF3okU/WCh8b7+ciTzZ+zIEjFXh70XY88OEaobIBC82XBq0/k1nghlRelDzz1Xps3l+GRz8VD0H988mLEn+HaQgTcRV341EalfFLi/DxL3yzwYWr8/luwz70uP9zvL5gm/XBNknh18A29i0fzH4L01vlnBS7nQbN9xtrc+ftO1wRcE28R0pIqqiowIQJEzB06FCcfPLJ+OCDDwAAU6ZMQffu3fH888/jkUce8aKeKYUTR3OilqY5GdzvvWra/UeMc/E4ncxYwchqfZ8QNDSTckxRQjMJuTm5/3zyIp3fh5vXFznUrrbJ78dhxwxq24EyfLRityshz5OJVPWj/dUby6AotTu9yYBU4JSQRW+0Y24XljGaIAgxpKLbPfDAA/jHP/6BMWPGYN68ebjiiitw0003YcGCBXj66adxxRVXIC0tzau6pgz6gTL5R072DtxYJFutYQZ1aIo5682cQt1l0ZaDts4TaQv1ZGuutjKObidbM+8wqsraPaUY/MiXqBBYkMfLWLun1LV6ca+jKJbJaO1uaiTDTvDpT80GAGSm6ffL2G548Ytzce85vXFqj5bccnwLAS5wHUVRDIUgN5+JXUHLy6V+WtR7QSIo+TJs5nauwbQn2z21d5vscn3KPj8ipZESkqZPn45p06bhoosuwurVqzFw4EBUV1djxYoVKbsz5wU0WHiHTNu6tV4yK+bMp+dYnh8xmCRFz7GqQ1j4eMVu4WNlRhMnWrQp87bihW82mh9koL2zwndNkoNzKy38WFbsLMF1kxdi6xPnO7hK8uKmEFhWWeNeYRrSaB5OOlgNWTKM4wSRDBuAbiFlbrdz504MGTIEANC/f39kZWXh7rvvJgFJklTvX4GGAA9Z227eX+ZqeYaR4zzqVHacwP3u3zHF/sbD4fJq1WdeKXbLpqAQ7iOmSbIeP4KcsWpiimfva9QHTRKhx+7T1J6n0iSl2PhhlfeJIMKIlJBUU1ODzMzMxOf09HTk5ua6XqlUJ9UGPy+wGkDD1IRujvX2TbtcrASDWchtY5xXRgEwr8451IqYoqgEErc3beoDTsiqksTa4WhlNS576XtMmqXWaE2bvxUX/P077D0sllfNjxDgxzzUgviJG20VxkWeHzKSm75BNBeqMY1up2l3ajsiKBqSYkTK3E5RFNx4443IysoCAJSXl+O2225D48aNVce999577tUwBSFzO+/wJLqdx9eUMbcw+r12wnT/7l+VCAkd9wVxY/JWFAXXvLZQ+Fh2Z3538TG0yM1EXjY/uId8XVwpxpC3F+3Asu3FWLa9GONH16dQiEf0+9fcrbhvbG/LcvyYtp6buR4TxvbRfW+mGVmzuwQA0K9dvuPrOx0766PbOW+tMK4TUtncLmx5ktxA64Kq9kmidQIRTlLvTTRGSki64YYbVJ+vu+46VyvTUCAzHGvsTojsJLPtQBl+/7+VuG1Ud4zu1Vp37JGKat13QaCdJE0TDCYSm2p2FT2aUCORiLCUYBUqXQaZxLi15nb1XPvaQkQjwOaJ8v4zvFs9WlWDFTuKpdtY9GirQBbFR80DS/jJ+sLDAIB3l+4UOr68qgbnvzAXAPDTX85Fdob3gX1Euqt8P02OQdsPczsK3KDHD//WVOSJz39CUWk5nrlyUIPSThDJg5SQNGXKFK/q0aBIdac3P25PpA3vfmc5lm0vxsItB7kO599tEDPnsq6LK8XUlWXf3C7objV57hbcMrKbKxN9jUyuo5g+cIOTjYgDR9S5H75dvw/faiIpllfVWC74RU0nrdYGvN/NIrh5SfyOfjt9Bfd7LaXlVYm/yyqq7QlJIfXTCKNmI0oLzaRCJ/iZhLdL9kfLe3VfmbMJAHDLad3Qt12evxUibJPsfVEGx8lkCXnMnDVTAac7fkcrq+0n52OufcAitLNbuLnDKWpu51d0O5nH8NhnP+KnwlJX+nONRCExBa41gAIFL8y0TvY5e91e67JEIxWKHWZZtpHQtOPgUcxYvceVzZlkGKsUKIbjRzLU3wm+hABn/vZzwy+MQqkbqNozsFoES5WNAEEE4QckJAVAKmqS3Lyly1+ebzodirafW1OqVTk7Dh5zVr5ECHCj32OKN8YossLqQZOkuzIs3XZI+FhFUVxN0Hysyjo4QZWAOaCXr/m8TQd03xk9q9OenIXbXl+Gz1YVOr6uUTsny5BWv8mQmgvuVA5uF2ZzO7vijaIYn2lVYrJ14WQZIwgRkqzzOYCEpADQDhapNng4vZ+1e0oNFzHj31yGSyZ9b2iO5UVb+vl4FJs5f8LUh9xYzGhDc5uh9UlyiojJksjOp3t10tfnuskLMW+TnLno3I1yyZfdFiT8EkyEfJJcKNPJ7Xj1uvqhSWIJ07iTCjSk9mw4y+zUI9kEdCeQkBQADWgcdJ1PV+7Bip0lWL6jmPt7sretZf0ND/AocIPkVKYgiDxJ/Lwzot+pDxBbzIsElhDVeNptrqnfb8VV/5yPZdtrtW5Wta6okjNpCeM86FbfStVJ3hefpIDaLlXN7VhYTW3qCUyKySeCCCckJAVALMXD27lxd1ZzvYh5VbKY1LD1DFueJI9SA7mKkUvSLI7fkEj9RDbjq2Lu2dCL1CkeRpvly7VFWLD5IC57aZ7QdSqCsPsPqD8YPkIXO2gYRxe/Azc4bU0Z0/Mwm9s56VZ2z012ISoV3Q4aCmEc+7yChKQASPWhwY/Bz0jOZK9t9iJrI5gFibaeZq1ntFBwInc3yZYKcmmJ33OfkYnil2uK5MuCmJZB5B7d1HrEw2g7wcv30q8FbJgWymHchPEncAOT140WupKYt5dMnqQQdj8pUnyvmEgRSEgKAO288s6SHcFUJMRYTQBGk7Pqa5MyXpq9Sb5SHsHeq9XEYbQmUcA3ORPC5LRKixw+3Hr4vJCtNfHjmdbxj7VCxKxHpBzRdnCtvTQvzfQlO3DG07PrryNxmb2Hy7n5mwzLEBIafRKkBMKjyy4w/ezR6woP4+u18gI+4M/COajFeZjN7dxqE5l+Fub2EMEk2jkRcpJdQJeBhKQASPXdNz/uTqQJj1XWRynTOtpXVFtHMAuCIAI3hKU3dm/V2N6JLgZu2H+kQixCmECDp0XdGV5F5yPtcff+byU27ytLfBY15dyyvwzDHpuJuRv1gSGMBLqdh45h1U69SSB7tBs7x0IaPJhsotT9140FplfrhHOe+xb/N20JVhj4XZrh99olLGNHsqLtp+znZFomPP+1ddoEXcAq6j1JS7IL6DKQkBQANDRYY2VbL5JHZ09JeeLvJ2f8pPpN5iX3U6gViCtgeJ7dWroZPttJUls/7PrnrDfPb/Tdhv0oFYisJ7LgTxMcXa3qXnysyvyAOqz9+MTq8/GK3WIHMvz+3ZW48MW52Lq/TPW9yhE9BCNfvDqu7IR6vE5YV3hY/iQftnjVeZL4x5RX1eBvX6xLBBUxIvgeYR9WW2l37Prbl+uF34swmnfGefbr9dLnqDRJySQREg0KEpIIV2AHejfGO6vpQPYaU+dtVZcfovlGZeNvcWx8MtFOmE4EnbDMT7aDVhiY+PG++8XUJZbliSxORSZ1t5zoP125x5Vy/FiILNpyUHNN9oO9MmWLUBTrBaUrIcAly7AqT4ubmxd+89p3m/HirI3CQUXiHKmoxvIdxXzz2ZCJVCqtj4NyWJPmVDZB096PC0MDERBhWj95DQlJAcD1lUjiCTFMGPrsaL4P9zvut0+Pi5okB+faNccy0l4dLLOX2FZkAhCpqxMh6WileJ4oUUTb12woshqmyjVmrDGXFpJuEbaFthnJUFOj9tyw94it8i6d9D0umfQ9PnZpY8AvnMzfMsEaWBZtPWh9UIihNU9y0NCfEwlJAcDbIUytSC/Ob8auaUF8ktHZertUvheoAzeYt129T4Xm+4DM3PRl2fOpAuzvnL//wy7uuV//aG5a5wSRmqbbjDRWWl6Fvg98IX2elQmpG5oJqyK0gT7UJjWOLy84YSvWmyAuvP9OxhCR+7DzvPwY1UTMzOzWIy5cffDDLk6Z4RmzAffmEKPcSNo+Eq67l0fvf8X/mwg/yd4XZSAhKQB440Eym1ZoceNWtmh8G2TRCp26CSdEb7nWxt/OTr6THfKw9Dy7/eaTlXtMz33oozUY88wcYe2MWAhw68qKhmPWlrV4i70dYrd8kpz0paoak4VQaHpa8JP87HX7LI+x8z6EJbqdqAAhc49h6j9anNQslU3szAjz8yTqSaGlqS0CFZJefvllDBw4EHl5ecjLy8OIESPw+eefJ34vLy/H+PHj0aJFC+Tm5mLcuHEoKrIXGjVM8BZYNamlSgqMeNNqhU6dJklimfSDjShTfhNTHEywbmqSnJzr0Wg8dd5WbNx7BB8tFwtIsHpXqeUxIlXt2DxH6Hq6qE82m8Haj0+sYLPDrMapak0USaNdci8R2WSQDgHucuUPV1gL7GE1c/FDwAzrvRvhVnTRhqRdUefjTvGbJZKWQIWkDh064IknnsDSpUuxZMkSnHHGGbj44ouxZs0aAMDdd9+Njz/+GNOnT8ecOXOwe/duXHbZZUFW2RX4Pkn+18MrgryV+LV1QpLWJ0lipvf72Zhdzmj3zcmiwkiLmZHmzORRvh62Tqu9psC5IhERha8ncI9NG2XYKtuuVtlakyQoJJn8tmjrQWw7YKzl1Z6rmPxmB6dlJIQkxzVxVkZNzDr/mJ179T0EuMvmdmaEzdzOLUTfyzBZP7iBkXBIhAveowmTu4LXpAd58QsvvFD1+bHHHsPLL7+MBQsWoEOHDpg8eTLefPNNnHHGGQCAKVOmoE+fPliwYAFOOukkbpkVFRWoqKhIfC4ttd4V9hveAivpze18qL6MIGB1aLK/4toxypEGx+B7remUo8IEcBShT+DCbiprYwpQWFKOnwpLcXrPVgZ1sodXr5LAulyIF2ZuFL+mSpPkzxinIDxmZ0Y8/tlPlsfYM7fzIQQ4cwnD906wGoabPpJ1ChonWlp1lDzjclJtiZBs2kKiYRIan6Samhq8/fbbKCsrw4gRI7B06VJUVVVhzJgxiWN69+6NTp06Yf78+YblTJw4Efn5+Yl/HTt29KP6UvAWK27ucgeNV7ciUu6+wxVCxwa9EfLoJ2vtnWjkk+RIC+PuA7MdQELi2KY5ai2NkADkpiZJAUY8MRM3TlmML9Y4MwHWLx4cFQcA2H7gKOc6aoHl9teXGlTIvAIymkL3Azc4L8MtvNZsNORFZLLdums+SUl2305oSPeazPDGoVImd98RAdPhZCZwIWnVqlXIzc1FVlYWbrvtNrz//vvo27cvCgsLkZmZiaZNm6qOb9OmDQoLCw3LmzBhAkpKShL/duzY4fEdyMPbMVdc2uUNA0E6ZN719g8Awq+Ze23ulsTfMjtsdn6xws2WuvOtH1BRba8zO9EUipzr5n0qqI/i9/3G/fxj7AqLds3tmEV78THz8OeVNTF8vtp4HDVFonpBLPRNfZLq/iurcQliNPH6mm48G2NzO2eBG8I9eruL0b06MREPCtO5Sztms5s2XlWIcB1FUVDF7PRX2Zzvk4VAze0AoFevXli+fDlKSkrwv//9DzfccAPmzJlju7ysrCxkZWW5WEP34e16h31RHwZEWmh3STkmfv4j2jTJNi8rxZo7pthf9LjZFkcqqvHb6cttnStjDmcVmIPHJpu5W3i4Gza9/u+yimp8tdamZirC/qlfUYnuWFvdmsytxwSvKY6IMGx9jCs+SR4vWm2Z2wked/c7y7F02yHMuOs05GTylwHlVTX4yydrcWaf1jijdxvuVYyqmAwLeldxycw4mbWHsnVP4lttUPAeE5sDMNXXroELSZmZmTjuuOMAAEOGDMHixYvx/PPP42c/+xkqKytRXFys0iYVFRWhoKAgoNq6A28wSaWO5p25nVjB/5iz2fKYMAcTNKtavAnciohWf757DbLj4DFb5znySRI4d+ZP7uVNigl0IFGNKnvcnW/9gG9s1pNdl1otUr0yzzTfLQ5eiI+TDIt4W3mSBO/r/bo8RDN/3IsLB7XjHjN13la8sXA73li4HVufOJ97DaO+4LR5k01YcFLb6hpWSGLLTK42iCmAWdYDq9yFRHKgKECaSkgKsDI+ELi5nZZYLIaKigoMGTIEGRkZmDlzZuK3devWYfv27RgxYkSANXQOr1Olkk9SMhAmodSNXCFOFxVhaA4RwSOB5tAPDcJ7s5HYRPMWyV7eaGGq1Gn3GmemCZdrV0CqrYf5/S3cchDzNx2orZsDB3EpTRJjieGXT1LtMfy2iL8nfE2bXAVTIcJTVY2xqUxhSTn3++S/a/dxMv7e9c7y+nJMjtvG8TMME7KJxINID0DIo9/4EtsoSRUC1SRNmDABY8eORadOnXD48GG8+eabmD17Nr744gvk5+fj5ptvxj333IPmzZsjLy8Pd955J0aMGGEY2S5Z4PokJXk/Y6vvmSbJxbKSPS+Vzo/J5fL8ZFCHfKzYWSJpxqU++oPlu7jHjfrb7MTfbgpJIkL21Hlb8dmqPZYbIH5qSq5+dQGW3D8GZz1j36TZrlAf5jdu8daD+OV/DAJZIJjx2Z65naSvlVMNtFE9hKPbESxmJrFPfbHO38pIYqlJ0n5W3Sv1hDCxad8RLN5yEFcM1Qc+UxRFtUGU5EspSwIVkvbu3Yvrr78ee/bsQX5+PgYOHIgvvvgCZ511FgDg2WefRTQaxbhx41BRUYFzzjkHL730UpBVdgXeAitMmo2w4mYTVbsVD9kDTP1FDH5z2n+CnKTuG9sHV7+6QHLxreZYJf95smVGXdz5F63r3sMV3O+LSsvRukmWZ9oIs3t98ZuNOHS0yvB3KzMfmQ0GtxdCIiUoivEi/afCw9i874hOHfKLqYtxuFwuShNbRIvGmThQZh4sQxbtc/h05R60b9YIgzs2FatUHbGYgjnr92FAh3y0zFX769rpfmyfdRq4wYiGOh0mm4kdS0xRoJg8d+0vyXunqc+ZT9duotUoCi4f0kH1mwL1WJ7MfVaEQIWkyZMnm/6enZ2NSZMmYdKkST7VyB94E0CyazZYkuGleWtR+KIeyqBbcHq0I+wHLXIzAciFEtXefkVVjeU5aW4KSQ7O/XD5Lvzm7eW4elhHTLxsoGttL3p3peXGAhJgvUD9dNUe43M1d6MyqbGumi/c/d8VuohMVve8alex7ju2O3kh67J1Wr2rBOPfXAYAKv8glvKqGizaclD3/X+X7MB9761Cy9xMLLn/LOHrGwnaqm89sxrgWFuEpgfpcatmap+kFCeEYwOhZuHmgzohCfDHcigshM4nqSGQiuZ2LF7di1VY42RFO/nbCQHu2NwuwP5nR8OjbbNKE9+KOG4uZNlnJFvs01+uB+C+oC66aLfy/XKzK7idA0bIJ8niDvaVlmPtHnWScStLTF7yV3V7uy8lsXexlfGtM+K17/gBa+LREvcfkRs/ndxSsrtrFZWWY8r3W0yP8UL7nszLAFlrhmS+14ZCZXWMHySK+S6VNvh5kJAUALxOlUpCklc8/umPQVchcP7wv5VcZ+taEyP7K5Mgd2ntuAppTaqqRaLNuXiLrr6vLhUWhoWp1sxKvXAKxyBXxDGBjDr0V3PR3S0B23Qi5mu7ivmBFrzEaNwQ9kky6BK8771O3sty+Svz8PDH5gm/3Q9vry4o2fx04oFqRJEK1EO4zoEjFfj1Wz9g3iZ+nj+A75agaN76VHcVISEpAHi73mE2JQgLW0Me3cctzHrC3I378d6ynbpJOaYojibVZNMkAWoNjshulpsRJN0MSOCeuV2E+7csjsKDa7WiLpVbX4ZzYZjXV2RMMU/q1hyAe+1tBNuWItVzW0g2EvzUka3cvWZYEEljoDYldachFm89xJSZXDjRJIW9Hx04UoG1u0utD0wi/vLJWny0YjeueXWh4TFf/7hXZ8KrFYbD/uycQkJSAPBetmTfVEn1F8VLZNuOZzaTzOZ2dqLORSLymrMciVDcVrDtFUZzg7BsuqgdfP1DtkfJ9KUm2Rm677zXJPmPUZuwAqFXzzQZ5hO2iuVVMZQL+EXy6NIiJ/H3/M0HdL/bLddvqmrMRx3tb8nwjOMMefRrnPfCd/hxT+oISjsP8TcCtmlMe6//1yLTckiTRLjOHk7+iWRTrZvh9q2kUtu4hYwfkwhBDnR2TZ28WJiKwrZW3OdDFO3aM5W7t9smSV41ldO+5IlPEuv3JlC8X++D2K06jG4XEiHfFE0Vz3v+O9lTABhbSCgKsGDzAfT+8ww8/WW4w38DwFQLHy4tybi4XsARYpMF7RrB6D1+8KM1UuWGcI/QVUhICgBeFK9k7mhVNTGVKZPbE1wyt40tbNxvWEy+7GAn6lyk7n8ysJntncLON2HZ6RU1g/rAIPFu4lwXe4M6Wpe9cmXP0967iKZPxuQzXr6f0e1EhDC3Tf5ESnO+gcU/PxnWz9pF/ub91sE1ZHmobsH69282ul6227zwzUbbWvWkEIph3i8PHKkIrZ/Vxr1HMPzxmfj3vK2J74zGlIoq8yBIiqI1lQznPbtFoCHAGypHOPk4krWjVdXEcMoT3+BYpXcLxdq2iYTCMT0M8DKbO+0/QfY/OzvgkQikN6vdNItT+4uEr2OGZThx23ZdpIyi0nJ8yWj3Xl+wzfIcWyaf7N9eCEkG1zJCxIdIdw2z9hS4qNHpIXwlXMdud7YKwc9eIYxjixmfrjROD6AlhDFdLDGq5g/bD+HSl+bh9J6t8O9fDPO1TmZM+X4L9h6uwIodxdh7uAIPfrQGN5zcBYDx6x21UJ3o0zw4r2eYIU1SAPB2npO1n207UIa9hytwmNGOub1Ai7+EP2wvdl5WTMGE91YlPndo1shxmU7R2WpbHc85wGmbBznQ2V0IyK5r1xUdtnUdLi62l1u7qK4tqJwEbtAK7ya/ecVv3v5B9fmD5bssz7FqumFdmjOf9KokNxMVJ64iq0lyuQ4iminjZLLOSIb50O6mi0yU1rQkW6G9vXi78LFh1h6t3V2Kl2ZvREW1eq1mtJk4bX7tRsyc9fvww/ZD3GOC4OGP1+Ll2Zt0KQ8A4zFPZCxjmyEZzSZlSLJXMDXgdapU72hOcLNtvvqxCG8tqh/Irzups2tl+4UCzmLUYRMFqUmyu4vvZ0hgLWxrOfUFcavp2WqEZQFiFQGsvKoG5z3/HR7+WMwOXuS+ymxota36YH5OfbAGfnhq91FpKx2VZDN6ZHIpMXzFiVmVqPO/oribANsPZMZytgm//nGvB7Wxz3kvfIcnZ6zDa9/x/azY+bKyOoaPV9SbMF/60jzP6yfLYY71kmGyaIs+x4usm8qQkBQAvFDEnHD0jqkWSLAZZ9uBMmx3KcR2mF+Z0mNqU4d0Gyvc3KxgrVRrbYI1gRscllnCtMtDF/Z1WJocdhYC0Ugk2MANKqd6uYqwR+885E1Ye2dhvF3EInDDJyv3YO2eUkz5fqubV1VXQeCGrHZPecE52DO81yRZH2+86LF3fSGfJI/yJIV6EoHD6kk8kGQzt5MRkthn/y/JoA9+sXpXCVbsKFZ9d/c7y3H2s98mtEzvLdsplKfPLit3FmPVzhJHZbBaz7iQbqxJMi9LAXCMsYZKcRmJhKQg4AlEbu/83vfuSvR/6AsUlVonGCyvqsHpT83GyKdmobLaubTmtlbCzZ0K7ULCjpDUyMVQ0oC+vazaT4HeJ8lOG7ET2ulPzU78ffHg9tJlOSFiMgrdf34f/jkBrx2chGdmn9SOg8c8WQ+GZXfPqhY1srtDHgU1kelP8fI8D9zA/G0nT1J8EWe3akL3ZGhul1yLez8RbRkF9rTsTnjk4n64+dSu+OXIbrbOT7NyaGEIi7bbjJU7S/DPbzcnPisK8P4Pu7Bh7xF8t742CeuHFoFwnFBeVYOLXvweF74417UAQb//30oAxu+o1YaPdn0SlrnGK0hICgDeItjtfvb24h0or4rhP/OtnZZZR9KjlXq1rCx7ORntneDmJo12DE+XNPrOy063JVh5jZ3+Y3QXfgsgRpqknMw0/N9p/Ml6RPcWXlbJEvUCNhz9ga2Gk3fGzU0OVXQ7rpmaD20ncD92NEFea5LYeou0U5kmaqrI2G/EwbJKTJq1yfb5Tpsj7AtoJ++ITNv4PdVcPKg9/nxBX9w3tjeW3j9G+nyZuTFMa+vyqhqd/xEA7Co+hk9X1Qej4CURb5zl7qYpC/tOa99vK4z66KpdtVopu5okLRS4gXAdrrmdRyMG71paVMkBXajGL/+z1HkhDP+auwXvLt3pSlnaxUxGmtyI8PdrTvB8WScSuIEjZktfJyRre8MFJq8vvn7zcNw9pif+Om6gx7UyR9YUSrQsJ7DvcVC7e/ogJOY+SX5g/T4pUgsD3uLDa02S1aDzzJfr8PbiHarvCjn5+ER5RNhHDPh4xW68Mse+QMUtN+QLLz+qpyjA4q3BBAGIRCLIzZY3K7fSfLVqkpX4OywRfatrYjjhL1/hhEe+sgzGod70qf1QVuFdZF92bhRZywG1KWaKSsttCy+WmiTN51TXJFEI8ADgdV6v+plsBw5jd3/mq/WulaXd9U+XMA8A6gIGBCxd8J6RPU1SxKA0fzFqTt6iunOLHJzao6XHNbLm3WX1QruT3V43BQd1niT75bo5FllpkqTLY/6e9dNe7CzmZ403qgOPz1YV2tJoseOA1z5JVrzAyaPDMwsUxSjBqe4aCnDnWz8AAE7p3hIDOuTXXlPwOkb3GPyo5B1ezx5t87O5CetlyZCcGwFr/9JmORnYV2dpMmNNoa16uc3Bo5U4Whfs5XB5FZrmZBoeq2j+XrO7BPN9SjArOh4MfvhLVMcUvPerk02PM1rHWJvb2atXskKapADgRcbxShoXKdatxVUyoF3QpktqkrxOGsn7zD1Bew5sCG9GeVVC4k/ANc8KR9VUgS6ctpdrIcDZMkPyGmsXFTocNN1NUxfjzx+stjzOamxdubPYnk+S+Cm2MIpuJzpGx+/bngBoUi9W8GXquPdw/cJcdCwy6vtb9pfh3ukrsMWDBK1u4OT9cto2Vrhlihy1sfuTZjGfsu22epdYlD+vUWvgzY/VbvpM9TDgDKAeM0VDzseDSFxmEWXP6ElZ+sHp1ishmWw8goSkAOBN2l51M5FQpezOgQ2jLekzgkRvbierSQr+fnnPyI6QHfyd1JKVzn8GvHuKOOqr3iC7ltAlUfTgRoKyE2czugPqCZRrpiZQplNtlNU5spsLfOHd6+h29eWPff47VwLs2GX/Eb7PaZVENFUrDpZVYvrSnfj55IWulemUv3yyFte8ugDVNTFHGxthGXe9IIz+ulawVbaaRxXNto/XgTXY+riaDF1RpCw4zBCt1updJRj/5jI866JlkB+QkBQAvM7ulTQu5pPE1sOTaoSCkmNVeP7rDarvZAf1SCR4bQY3BLiSvJOvzAIzjH3VyQLZs82RgBqn5FgVVu4sTny20iR9sUYfWtttRFrCVuAGNrqd9NnWsPVmy/+p8DDmbdpvfb4TbYfJbzdNXcy9RlWN+31u5yFrc0q/mDx3C+ZtOoDvNx3AXz5Za7scx+HRLejeKpf7fY5IVNZknUQcwI7flkKSZsPGjc2R93/YiWUGCWi9EpKqahTDR11ZLSMois81//p+Cz5duQdvLBRPOBwGSEgKAF6f8mrnV3agDXtUISf85ZO1WFd0WPWdvCbJeyHJ6hnwfnf1qblwf91aNZY6/g/n9tZ9x+u7nkQRCxi3nl1EYkfUS1QBAyy0QF//KCckeTE+KTDeVeUfX4vXWmWzRyjzeO28MuImYfWwmqQUfE0TLN16EK8vsLfQUxTF035zVt82uGZYJ+5v79w6wrPrxvEyHLYojjSaLg0vopvey7Yfwt3vrDA2jWOKEQ3cIEJFdY3hO26VlsFu+pG49ntA+zyh48MCCUkBwOvsYQnckMIyEpZt0+/WyPokIRK8yZ2i8PyYwvXgZDV0t4/qjs4tclTf8e4ojIuvXQLBA1i8E2DcjVJpF3bDR2ueEgSW74biXPi24eNuSbztjlXW4MGP1nB/MyPhk6S5NZUJpMG54oEX6kuws9EXsmFLiMOSoZh1eKhJuntMT8M5LR5UIygOl1djw94jnl5j8daD6HX/53jtu83WB9eh0tZYNPors+ujOJodKfoubNln7nMn6pMkO/+XV8UMu+EJnZoJ16n22mLXjLfzqF6txU4ICSQkBQBvkeRZCHDJmUu+Fkk0y3FGBfnodhHvNUk2FxthEiBkkgrGadooQ/XZrg9L2PHiVX9h5gZsP1g/4QapSVL7IYH7t/2ynZfBQ0qTxO2X3sUA/8e3m3QBDGRz8KqKFWjDJZwNJety6wsOeiPJS5z2QS9bJi0aCTz6apD8bvoKxBTg0U9/FD6HfZ5W6yVWQK49j3+8qNBi9ajYYqoNzFn3H6nA8Mdn4rFPxU1AzRLTZhr4CNfXSd7c7qu1RfhsVW00w2TrniQkBQDvPfRqUSMiI6n2emUVT0kkI23m7NrI5kmKRIJfqCvg7OaETLw10iSd1K25cBkXDGyn+04duCGJOh/DPsbxvVYr6Pw+nvlqPR7/7CdVuUFRYyQkBVAXbR2MsLWw9NzstpbtB/XhuEXa0o/w2uw12Dks2RZCfiLsk2TjSUVDMD8lG+z4K7OprEBx/I5ZK7mt6/avuVuw93AFXv1ui+BVgfmbDxiOefGrDOsiNleLNNkt05Yk/k62/klCUgBwI85JjofVgna3IgswtfmFXEWSPdtyug2fJLexI5hqn+virYdcq5sbCxxpM0aoHb/vGtMDj182QHdMKiy+/IhMFqQmKWawcF605SDW7nYW9tfOXYm0hZ1uxZ7jRb+MzxM8rYzQuA7++V6Z5noxFyRhsDRLvNSyNWQtEmBvc4jtt1JCEsfsvb5MsXJkAkVUG6iP7ZgK//5/Kw3HgXidtObviToZHC9MkvVREpICgG9uJ37+1v1lGPDQl5j4mbVKWeSld6RJStLd/Djy0e28N2ewalFem78ZsogxdkLBHq2sN2W4a0xP5Gbpc12nWuCG6yYvxMItB10vN0hNkpHPy1NfrMN5L3zn+jUsjxU4Rs7cTv4cO8TrzbuO1OPV+iTZrA+gb3cjc0phnyaL383MoQtLyvHiNxsMQ5Lbxapvrdld4qh8L6PbRUMQfTVI7FlU1J9TLe2eYGRuJ3i+xXEi0e3s5LMCgGIm1x+vTkb9SFsP2U2XZNv4ICEpAJya2z0/cwOOVdXgH99aOyfK7u7JDjFObOPDgHR0uzCYMyhGQQ0kBT53asPFKH+EWTcXCSFsVecerfnhb8PMyp3OFl08gtQksbhdjY17j2BvaTn+KTD2yRBG4TuxWOH+JmIhYP297F2bXdYLczszjfSNUxbhb1+ux69eX+bOxQA88OFqnPbkLNNjFm895OgaXna1ZNUkjejmTgJcO+sRdo1k5PfDQ4Hx+kp03LMKFMH+/BcDPyu7ualKDISkOEZj4iWTvld9llYkBb+CkoKEpJAg089kJnTZyVQk+azq3GTXJMn6JCX+zzmfr9qDq/45H4Wl5eofLO2U+Xzz015X6uXG7dlZdAqZRVkUm50hkAukARAeM1h3K/KXT9biximLMfHzn6wPjtfAZXM7IzM2t3E6tiY0USbHrN1TinOe/RYzBUOxa99Rto6qwA0uLdaPVtbgjYXbuGGdfyqsTeewaKt7mthp87d5npvJU3M7j8v3irZNswHUaimKj1baLsfO5pBtnySTa4m+uzL1XbGjGKXlesGG3ZCU0eoc5pQFMGa+EeCCgW11v+8pUa9XZOeaZJPjSUgKCTIvi4zyQ6RUJ5NxSDasbZMhG93ORU3S7W8sw4LNB/Hwx2usD9YQ9na3MxC64WCfbKp8rwgyJLxVRDvZummPXrtHzq9J5GqyQn1ldQw7i/UBFdxEUWrDf3+3wTpxrFS5TItMnrsF64oO4+Z/LzE5gz1X81nlf+ZC5Tj86f3V+NfcLd4U7jMKvNYkeVe2p9T1nav/uQCDH/kKm/bZCxVuR0jafqD+Pa6OxfDCzA0mR6sx9kkSO9/qOG35FVXqzYLyqhrVM/901R6xC8PYcuPpr9YDAPYfqcTto7pbliPb5snWRUlI8hmjBYLowkFRFBwsE99pYTtweVWNZdAI2Q4fFrMeu8gHGHDfJ0n7PCstgnKELSeSW4gI62zTc5shaVcJ7hKkJkmlXeD8brRb61m/tio2AqmZW1GAK16Zhx0HvdU4AMBd7/yg1zRDbENBxNxOFrPxXmVuJ1ieaF0WbD4gWGLqYOc5OU1REdTwGb/VuFbw/WW7bJVjZ9xjNwiqYwpenLVR6DyzyKQy6znT3zWDF7s2+O+SHej95xn4ZEW9YCTznlRZBBD6am2RUIoU2XE72aZoEpJ8xqg/HSqrwjNfrtPlw9Dy0Edr8PWP4mZV8UGj+Gglev95Brr98TNTR1ej+q3eVYIv1hQKH58sNJI0z/IkipXszrqBT5JbuCEE2jH5MGqGV68fypTLHM+9bupxbr8C6XOCFKRZvwBeNZza8XuBrAZyhQd+ZFoURcEXa/hmcDJN5eamjvYZKUa/ufwiyjrUh5UIvPUb8mMBatcHxgztHGh1ifd/2Ikr/zFft5axM+4dY3IGVdcowtFHFZNtPWFNksWB2tthj//9/1YCUGvWZW6/QiBCsojVkry5XXLN0iQkhYQ/fbAKL3yzEec+963pcf+ev02q3PjgM3vdvsR3Y59XR5hSOMdrueDvc/HL/yzF6l3qxUEya5IuO749mmTrI6hZ4fYcYSvhb8jb3c44aNQMXVvWhyK1Movi/WxHyAgTNvLyhsYnibeMMBozvBpLREqVEep51fQkNYBL5Wjr5qSZdUIS84WXc4HsGBlWZO4irP6+XqxxFUVvUWHG3e+swKItB/H0l+tRXlWDjXtr/dOcdhP5EOBGOz78r/ceLkdRaTmu/ucCPPPVemtzO81nnm8ei8z9s2U99cVPOFxepbsfETPkVDe3k18hEo4w6k7ldbamFZI5VBRFwR/eXYnGWekY1KEpTuvREi1ys3QXZJ379h3W7r5Y1y/Opn1H0L99vvDxYSYnKw3paVGsfOhs3Dt9heGuLYsXjrF21hZutHsQz87KuMAKqzGb93Mng3wPyYKd/uZkweq0XxhqF+owqptX/VEocIOMuZ1Pb45zmcOonZ30DUXzmfmb+eD2GJkqmqTio1XYwUkO7BaRJA0BHlMUDH/8a+5viqLglmlLEI1E8I+fD1FpIg6XV+H6yYuwaOtBTPvFMMN3vaomhmtfXYisjCim/WJYoowjFdWq44xyEfHrZTxm8ca4Y5U1GPbYzMTn+ZsP4M8X9DW9hrYcqwiwMoG32KInzdqESbM24Zx+bVTHiJjbpbomiYSkJOLJGfqITit3luC/S3YmPvdonYuv7jk98Tn+khmFZAaMIxTxcBojP0wMbN8UAJCXnYEm2RlC59TmSXK3HrLled3kng5hJnUXMcOy2tni/e6FeYif2NPKOVgIO+xfRnmS4hjt1gaqSQphFzETZmR8krT35swnyew3xidJNBeQqMCWvNOMDiuT+jj3vbtKuuxkW4DGUaARACLqTd24i0HpsWrk56jn6rgf038WbDPsn+uLDieOO1xRjby6+f7tRer8glKaJJj4/XG+Kz4mH7VPW76VJumdJTukr8Gi3SgWsWKQ9kmSOjp4yNzOZ0Q6VEV1DR7+eA0+XK52Xnxp9ibdsXs1WqENe9VRYRQFOHCkAvM2iUVIsqqedgwxG1M224xQ4xfjhnSQPkdRlMBzqihQwm5tZ4j5wk/ypnhmT5xHk+xCkt/9zammpLyqNmzz7uJj3GcaTp8kZ+Z2XkhZbrWHztzO8rri76hRdDu3WyOspmdeIhvFEXBu6RDYSKl5vEa+pwoUrN1d3y7se1sTUww3WlgLHTYXklYoEsnVx2KU54hXD95zUW0occtSf2cV1EmE/EZiG8KA+eZ6HNnNLTvm40FCmiSfeVOzc8Hj9QXbMeX7rQCAiwe3Nz22orpG913J0fr49zFFwfkvzOVGSIpjFcZ16bb6PBTbNaYCRu/Hsu2HcNlL8wyvGTTZGVGhAYBH0Jt1Xi2e3MRoR9N8J5r/Pfu1pU8S567Skm1U1mCnmwapSXrmq/U4dLQKTXMy8PBF/Tjl+7vgTdYNhTcWGs8VIkKDcXQ7C6NXqXeU1RrKa5KEFUlJ+gz9Jui5yS688eql2RvxzY978bcrBjHHAee9UO9Tzd5vTcx487BcFZyhXtDQ5tWTM7dTVGWx2MvXZK31PXjEfg6pODmZaZaJZOOkifgkScptyZbHK7lXD0nIAx9a58TZeUjcZvmON3/QfTd8Yr1tb0wBV0BibXG1OzVa/vje6sTfL8zckHCSrC2fPxi8s8iZ2tdrZDJrawnDROTlzqob92dUhMwuNQ9LgYGnSZIO8x4ubCXmdb7haJtDdZs0xUeruOODkTDsnbmdSL+S0CQ5qUwIsNQkSfyo8mf10Ccp2dvcL5yGABe9httoX/1IBHhyxjos2XZItbGsNTdjaxJTFMM55FglIyQxA1BWunoJvGVfGXq0zhWq8/IdxcZ+zJxqWI1DImPl/01bYiiYiSKTcN0LTVIY1k8ykJAUck554hu8t2yn9YEM5aqEYwZCzOJ6IeZYJSMwcQ7XvigzVteHAjcSNqIhN3GyuyALw2SdzH5gZjUXuS0rm3ver8lmbtcmL0v12Y6fgTNNknv9SypwQ1DdWknNJMRGizKrdjZ7/qZ5kmwEV9Cah5vWKQWfkdu4mezcT8z61eHyeq2HNtACOzau2FFsGOBDG+Y7TlaGeglccoy/scPDTNPLqwbP38kqaNZzX6/XfVcsqAUyonGWu0JS8q5GxCAhKYSwOzW7io/hnv+usF2W0bxVXRND8dFKfL22CGOe+ZY5Xn+CdieezSNg5Ejo9cL0vV+dbHlMt5aNDX9zEiwpaHWxmcNoWDBa1994chfDc4xuSR24wfy6PI2AXbPKoGDzQgH2FvCOwjzbP1VfloyQ5OJ1rerAUhNT5ARRTnndWxmPNV4gF7hBa8NjcZ7Eb+xnlU+SYHOu0qSUMLtucr3FweC0jYIK/KDtV+wcy/oTnfn0HNVx7/9Q77ddWl6tOvZLJq/jUZUmqf6YzDStuZ07/r7c1AcWCiBF0QtSn6/W56a0sxnB0iwnU/hYkbWOfDLZ5HqTSUhKcYw68Jb9ZRj8yFf4v2lLNMdbl8nu1hgKSR6bOJ3QqZmn5ZuRZO+4NE6FwFeuG2JYwsWD2+Pre0bi5O4tdL8ZLZ4zmL7EDrC8iSgVAjdohTpb5nYB+iSpypIo31jD5KxClkKSokj1eF6/y8vOQG6Wuy6+TUzKE2mR+DH6wA1OfJLUP6r9WRmfJIH6yZJsi6tAiPDbKexNp+1zzzIaFNm0KHFuf2NZ4m8jczvtWFtVE3PF7JerSeKUy76Lh8urcMoT3+Cut/UuFCxOw+F3bC6WEiM3Kx2Z6e6HAE+y6ZiEpFTHqAO/vZjvM8QbH7TfsS+7UTSYDJFUzR7jxc60yPg5tr9s8lK5UUNRwq1JOtfi/o9r3YTbP4zuqWvLxrhiSAfcOrKb5bV5i4Gwm35aYSfuhJPuYbWIHtmzlXhZXDv7cJnb1WqSxI9fvPWQ7rtIBCjIz3axVh76aFlqksz8Bo2PVf3k8qo8zONdmAjaysEuZhshrEZIBlYrw5rpqTd21detrlFcScTNux8rc7vPVheisLQcHyzfrTMrtCpHlPvP74PGmWLmdq9cNwSNMtPwh3N7mx4nn0w2ufpo8CvZBsSsn/YKHeemU75sSbxra7+rYQQjI02SH2GL87LNd269zABvxLXDO+GxSwd4eo1kCIdr6TvE+dnoviKRCJ66YhD+eF4f1fe8uYI3ACfXkKy/B799kqzmYBmZk1eUYfkBdesI3NFSuN3PjMILi5I4Xc7azlQgMfVX8jDhK5nbiZGsPklmPUc2LDePvUzwKlbI0HbZqhhfk9S7oInU9UTNjNlvWIuHxz790fBd++P7q3DHm8u4v1kxrGtzpAtuYMc3fW4f1d30OPlksnLHBw0JST5yz3+XCx3n5tpeduLiHa6tj4i5nR8vwpu3nGT6uzcykrVpjte3rijerie9jG5n9rvs8+LmorC48C9O6YquJr5qYUB7D/ZCgNu/vpV5m9QGCG+x4HcyWYtym+ZkOvfl8CCqmJkPg4gJotExdswX4+fofJJ8MrdTFHNt34EjFcY/NiCc92MfLsLByw3NNbtL8O/52xKfWaFLe90t+8sSfbp900YAgHEn2MmnqP+OKyQZ3Pb8TftVwSZYvtuwH5+s3CNdJ6DWwkfUykfUl5eSyXrIxIkTceKJJ6JJkyZo3bo1LrnkEqxbt051THl5OcaPH48WLVogNzcX48aNQ1GRQdjFkFNWwe/0Wmat02ucrDItGyE7+Ih0+BqVkMQ/3g8Lp/7t8y3s9j0aeG1oSdxEQXJHuAP4O/eyt8Q7nm+PX//diV2ahT6Qg15IshMC3IEmyWKokdMkiS8MvOrRVuXmZqU71nzX7uC726+cLhztnm1mcm3mk8T+4vYYaBXc7upXF7h7wSQlEvE+BLgXeDmd3fCvRarPbAhtrenaD9uLcbQu2u8zVw7Cq9cPxWOX9ndlA49nJme0sbD1wFFXNGhaMtIiyBAcwEXHedm5Jtl8CwMVkubMmYPx48djwYIF+Oqrr1BVVYWzzz4bZWVliWPuvvtufPzxx5g+fTrmzJmD3bt347LLLguw1vYRTVS27YA+T5JsGPA48i93/d+b9h3BH99fhZ2HjqmOYTVJ32/azy3HD3M7K4KQI2rNQry992SQj6weP1eT5MIymVcu2xeDHKBFL60zt7NxLWfmdubnyrShTHS7oHxwYhZaClHc7lpOze3i7antT5bmdlyT67r/mvgkiTy/V+ZswvlMMlBRFJhHIFxfJBZKPNVxy3TU6hpu46UWeb8mASsrrPAuG8/z1jgrHWf1bYPsjDRkpEv6DXO+4y3/nvqiXimgfWxX/dN9wT89GkWGQDAGQHwNl+rmdu6G45FkxowZqs9Tp05F69atsXTpUowcORIlJSWYPHky3nzzTZxxxhkAgClTpqBPnz5YsGABTjrJ3NwqbDgxgdl32J45gfzgU3/8Fa/Mx8EyfYbnmrq3ff+RCnxqoPYNw3vgxbgrlK4jDDfvgKA0LW64NEQiQI/Wuar8K+ygHA3QZj8aiQgtfLWTiD2fJOlTElid6twnycgMTPtZweb9Zch0GATGMpobnE/cXixOnY5f9SHA5crla5Jqt39M5xPmJ6ONoic+/8n84iZ1SvJhNWVIgj26BNqQ4QAwZ8M+nHxcSwDm6yNWSMjJlFsqczVJki/0j3tKpY4XIRoR38IVDXgkH7ghuQiVT1JJSQkAoHnz5gCApUuXoqqqCmPGjEkc07t3b3Tq1Anz58/nllFRUYHS0lLVv1SgrFLMVE+L7IDGLq54AhJQr0naW2osuPm2Yx+yN85edewLsl6Q5sqzsxG4wQWpNgLg79ccr/qOHesjkUhgk7yocKE9zI5W1klbWk16MvXha5IMjtU8mVe/24wzn56DP32wWvh6onVQ10dxrP3122Fe5PEaHSIiNBp9pxdk6/9WmQ5JNIaIuY60RURMwZsLt+OnwtSY/0VxLOwLnO9FP/fKOmLz/jLdd/+Ysznxt1nXY6OKdmjWyPQ63Vs1xohu9WktRKPbsXhhgaJNfxGJqPNcmiE6X8k+OzK3s0ksFsNdd92FU045Bf379wcAFBYWIjMzE02bNlUd26ZNGxQW8sNCTpw4Efn5+Yl/HTt29LrqQjhdABYftZdlWfa6QofXHWOWCykM70EQfjv2dqUlVfmKd5NKJOJOyGzrNtAf4I4mKaJLlscOykG6I9mdHOzU+dFPf7R1LcC6b8n0D75PUv13Qzs3M7zuM1/V5kr5dv0+4evZ4ckZ60JpbueUenM7DQbPd0/JMSzYfIA7bsa/Musbdt9fkR32mKQq6b0fduGP76/Cuc/Jm/YlM8kWXjmOn5Foe7TOFbouuxl0n0UY7H/deCIaMaG1jbWx/tIoQx3uu0VuJo5j7t8McXM70iT5wvjx47F69Wq8/fbbjsqZMGECSkpKEv927ODnA/KbfQ6j77y1aLut82QnLpEOX1VXqJlZll8+SWZX8SoirR1/GyflaXFrrOU9I78Sr3rVPapqYrr2ZzVjQYbIFdXQaReNfud58lOTxI4h2mPdWvCJvC7OAzf46zAv4r8XX5TpzO0Mjh8x8Rtc9c8FWMLJAxW/nmgOJZmmEM37ItMfVu8qMf191rq9+GptfQCouRv2Y47HwrgvGDRR2BemfsgPvz2rJwB1PjMzwYUddlvnZeP4Tk0Nj83WCCPcZLIW/bxK0GfdimuGd0r8nZVRv8T/+I5TkZNZ62f12vVDLcsRHRNlH52dvH9BEorq3nHHHfjkk08wa9YsdOhQH26xoKAAlZWVKC4uVh1fVFSEggJ+wsqsrCzk5eWp/oWB1k2y0a2VOvSwH5PqoaN8kzkjRAarirrQlGbVt1rX9Wkbjudixpm9W3O/t3psfqiTXQlywKmmlT9SdobYkGHZRkKlyFNUWq4rPCzR7ESroZ1M/dZQWK1ZTRTIOqySybK/avu0W49NZExzJ+y9fw9KyNzOyKzR4twFmw8YnqPtG+rodvbM7aoFhCTZ4Bpmxx6pqMZNUxbjlmlLUFpehWOVNbhu8kJdFLRkJGzaTFFW7Cz2tPz0aATdWtVqUCoYc7NXv9tieI52Hjd7bxplpqneft78bKUxrRI0g7OC3YzLSq8X3gZ0yAcApKdFMaZvG9U5f76gr64c4eh20pqk5OqkgQpJiqLgjjvuwPvvv49vvvkGXbt2Vf0+ZMgQZGRkYObMmYnv1q1bh+3bt2PEiBF+V9cxvzu7l+/X3LxPb5NrRnxRU80JOd6xea1dbnndy2z2algJCk4WQN0ZYdPcj9iZIJHfKAOdmudoyjTHjoNxsawg65JXDV+TZD4kiO4uWWrbPBonyypqdHVskas1v/Pm2lYImy9oXj2/I0W6qkmSKF+7Vnbvvq3flxmr+ebbotQGblB/1zI3E388rzeGMCaFbiGifDEMkGHRHrzQw/Xmdurf2LKMhTLz64lokrTjqlWZZguxsorqxN9HK2pQcsyeKXsY8WOk8GI4OmrT51qUJtnpyKjb3YmvbUqOVWHjXuOoiDLjjzYVCU8pZKUoEtksEIGt9mAT7VecZjkZOG+AXukgutkrrQVMLhkp2Oh248ePx5tvvokPP/wQTZo0SfgZ5efno1GjRsjPz8fNN9+Me+65B82bN0deXh7uvPNOjBgxIuki2wH6He0IwhcpRgFQWl6FMZyoMDkZtd0lrkkym6is3i8nC6B/3Xhi4m+z9nNjzNHa9HqBbD6EmEs+SbwnYKV1cSeog3e7SRXVenO7QR2benItWUSbTmdu5/OkYplMVsYniWubz34wvq5bizERR+UKp7u4XDPOCG4d2R3VMQVLt+lN2JwgsntrV5NUw1nNxYUh7ZgaM3h+7AJLUcyfpZCQBHUZRvfw8Yrd+HD5brRonMk/ANo8fzGUGyTtTEacWjEk2y6/KGnR+iSq8fmWFZYBIDMtikpmc1g7zJk1rU7rZEOTVGmSC3P270bhnv8ux7LtxaZlxPnq7pHYfvAoth04ahiBOFGvmMKd1/OyxcQD6TxJUkcHT6CapJdffhklJSUYNWoU2rZtm/j3zjvvJI559tlnccEFF2DcuHEYOXIkCgoK8N577wVYa/toO2IYo3xUVsfw2co92MsJOd44q1ZgiCe2NXs3yi12hpws/Dq3qNckmU2wrggSWnt+xeq5uZNzxQpXhGsb5nZ2c/3YLUeWWrMc/WaE+nMw752ocKHt075rktxMJmtpblf/t1aQcGt8bNfUPDKVaxjU15P+JmJux7m+oljroas4Y2r9IzMZbyW/jyOSP1Dbj4yExDvf+gFf/1iEd5YY+yKz59bEFJRXuWPmFAbc3lC5fEgH3XfJkKdPS0ZahBGSYpizfh9OfuIb1THdNQENtOOuUSqC0b1aATAX4qtrYvjT+6tM61htslnapWVj5DXKMD2fpUebJjizTxuh/sBb01w0qB3SBVMvyOdJCt+614zAze14/2688cbEMdnZ2Zg0aRIOHjyIsrIyvPfee4b+SGFHa8kUxq5y09TFWGKw6xmP3hJ/l812M6d8v9X8Qi69KFY7qrlZ+t2QtGgEr1w3RKh83gttsfz3JZmsG5FyeItvayEp3OZ2teGc1YQhsTFgvx5+TypW75SMjxff3I5/7G/eXq76HBJXMiF4b338sXnx+GJ1c6UZvMANImMHb2c4/o3eJ8na3M6qPwlrklhhz/IMY1iZrDoWE07yngy47X9515gerpYXFHtKyhPmdpU1Ma7/WYbG2VL73rZqksUtu1dBXt359Qs8bZeftW4fdh46ZlrHKhNNkrZ8N6lRFN1Y20RQiwTI+yQl07gOhCRwQ0MhWSTo/y3dyf0+bnoWn0TN5pbDGlW2Ftecsi1+n/W7Ufj3L4YlPrdv2ghrHzkH5/YXE7R59TR7jNGI9z4vbvkk8eppFd1OO5HYvrYLguS95+h9/GIxvSaPFU6C3AUV7fNaE0+/JxWrNavMOMaPbme9sAbcE279eOYRk/fei8d38GglRj41Cw9/vMbwGF77KRAxt+NpkpS6/6q//+30FYm//7NgGz5esRuAmGlcHLMd9PpC5Mo0gzV7qo4prvmChIEMl0OHJcuaRYSM9Nq2Mepv2rlP+/5MOK8PBrTPx8WD26m+j8/HfzyvT+I7reAg4ndsZm4HGGuytLACTg5nk1hLdUzR3avMY5fdsE02k04SknzEaKcxWYiHuYxPom4t1p1g9YK2apKF03u2SnyuqompIr5YoX1Gvds2MT3eF62F4o65nR1NkmjbWTaDC800fvRxWPjHM1WBPGKKfhAOy3smuuDoo+ljfmvC3MznwStJpX3Q/MZqMdy6bdlM93bRm3XW/deDx/ef+duw4+AxTPl+q+Hz6tAsR3d9kWfLa696TZL6N21goDvf+qH2miqtj3NNkja6neLArJm9h+oaRUxISwK+vud0Q5NetywAAOdzT2sDjYwbfPbr0wx/y2TM7Xhozcu04277po3w8Z2n6k0Q6xqkIxPkaWVdCPrD5VX4dOUeoT5u1Q95G5S9C/TrkRtP7pr4++LB7TCqVytMGGuc50lROEKSxAQtb24nd3zQkJDkI2Ex+7FLQpNksKsYBOwL+v19Z2h+5ThPSr7R7DN74rIByMs2twtOJlXyyd1b6L4z0yS9fO0JyEoXGzK0eSO0uNVMbfKyVZ9rYgoimipqNUnBRbezPubCQe10Cxr/NUkuCklcnyTj46tVQpI/JrluEIF+fI9/9GLc31NSnvh7uoHmnyeciAR94ZrbKer/WiGlSRI0twM077FYVXSw91cdU6TnhLAimiTUMQ6by8t1kJkiLb1OyKiqiXEFDu13RuOutv685vjzB6sB1G4ajH9zGf7yyVrjitVhZW7XKFOvFUrn3AdrFpiVnoapNw3DL0/vblgub86UeUSUTJZwDW3Hc0vtqA0/6RVaTZKfWbKNYOvQXsBB22ogYlGgXqjl1zlOmj03P5JKKon/k+P5qwYn/u7cIgePXTpAd4yZJunc/gXCl22Va75byFsAt6wL1S2ai4kH3yfJdnH44c9nYfIN1on3RBCJDMg7wm+TF6uNdaevPbtINXPId+uuZaMv2UX7mIpKnSUQF+WDH3Zxv69vSrVWx0qzwxVaBPxQ7SIaqc/MjNYM7ZivMrerSS2fJCPiLTXuBH0gBr/xcjgzm5vjPj2V1XxrEm36C6NxVyckmfTf2etqExSXCYQ4t1qb8PyE3Ig2G1M4QcUkz5ch2Uw4SUjyEd0L7FJf6Sawg3TjyV1UmZjtEH9J45OMk7WH2bx4XOtcPHJxP7S0WGhblcP7Tdb+3M4C2/vADfYa/uLB7bHp8fMw63ejMOfe0Qmhj8Utx18jJ1cz3vi/kzCmT2u8e/vJUuexrcGL1KPSJEmUO6pXKzRrnOlam9idHPyeU9wUKvg+Sczvmt/YXX23dpz9kJFkwgMbcWKXZraubdQ/eeOEyNDBDdsuuSvD1sgNnyTt9WU0wqOemq3KhaQO3BB+czsZJ3or/nbFQDx2aX9HZbjs9iTFuBM6qMyrtZgN1XEriZgClFWqfaZbN8mS0CSpP7s1vlRWmxfEC0KlNa8c0D7f1rX1WnAJv1PZsSG5ZCQSkvzETbMZ1i5WZFGTHo3gkYv6ObpmvHPHbGqSWId0szMbZ6Xj+hFd0KVFjslR9jCaEAs0Zltx1hUe1n9p8hyHdmmmGgSGepBIUoF9i4e0aARdWxpPMmkmM2AkErE0o4vTNMc4TwnAb8JeBU3w2g0nol87ewM9wNckyfpkJM6r+69bi3W7iwu/zXStzI+knHo5PdXsGVSrhCTx6wDA8K7Nud+7ZU5ltgCJIGK4sBC9DbubK0bXjd82L42BGbz2in8lOuZr/Ydkr6dFa15X+56L7ejvKj6GpdsOqs6NU13jT+CGK4fa1+A8cEFf/P3q4x1dP37PkUgEjTlmW0bw2vS5nzmrixNl5GOX9jc932xxHx9Hq2MxtNXM9//95QidJslo3NUKJm4pV600mlohKSMtotMAsUGqZHAi+Mref5LJSCQk+YlV/hYZTjmu3p9EZJJJi0aQnha1jF5mxrCutdeMa5JkX45fnt5N6niZpJWiGA1Et43qjosGtcM/fq4ODc5mAk+E9OWcn5OZhuevGozzB7RVfe/F+tZLK0er/iG6q2kVBc/NR8sWVaNx8D6rbxvnCRZdqquIsMM7xG+fJDd9NCw1SZrf1YEb5G58iMGGhFuBKE7qxhfC4hjVVvQ23N6h5/skWe/7cgM31H3HamSE62HpkxRDybEqy5x3asELugafu3G/4fmsQKUSkmKx0PgkDTMQ8tOiEUfzNqB+52ReK55ANaCD/U0swH7Ap3EndEB2RhqqTIQJ9t7e+L/hmHLTiYhGgJ+f1Dnhv1MTUzCkS31bb3hsLLq0bKzz7zEUknQ+Sfr7aZojntMojpW5XW62VkiKqtZIfzi3N5qbJFE2w0l0O+lkskmmSiIhyUfc6BuPXtIfFw1qhwsH1oehFNrdq7u23engg/GnoGmdeVZ8jHIU+lHgXC8Wh0bvc25WOl64+nic089eDq6uLRvj4sHta32SmO+9ML1T4N7C74u7RqqCMViZlg3rYr5QFC3Hq4Gydse5vuy7x/RU/26jTLeeoV2zPd81SRZ9S6Y2vJLUyWTlrm2GUTu5Fd3OXMtqPL6LPj/bebQMvk9okpjvnORJOnCkAj+frM8vw6+TuInrpn1lGPTwl7j61QWGxygazZHC0Riv3FlieD5rXsUKRTUxxRefJJEueMfo47jfp0UjnmwYitCscSae+9lgPHRh38R3TmsiuqbW+qbGBUUz80j2HWreOBOje7XG/Aln4sEL+ybG35qYkujjD1/UL+GrpM1DpA1mUH8N9Wf22T59xSAAQA8bQTTi5nYXDmqHXm30Uev0mqSoSpM0SFJ4jYcyv+mULhyfJPGnTNHtCNfQToKyk2Lb/Gxcd1JnvHD18apwldUxRRe7X4vThV5WelQ1yADOXg6zU+OHOfUFcX9/0Lg+7L0l005Jr4Im+N3Z9fmGrHYs7zjjOIwfbRwpp76c4IYWtvl50X+clOcEu7vBfvcnN82PeIvDGkXBv+dtxZMzftL/5iAEuFG93bqdapOd3giMx1jR+7D7mI3O4yaThfW4yNckAct3FNuqk5VQ9r+lOwAAi7YcNDxG0ZYJ/X2b7d4frai3CGCF9CqfQoCLXMHs+etz+Nivi+y645Lj2+Pc/m2tDxREdM9i7cPnIiez3rw7LRGdrr4AbUQ/tl3i64c2edlIZwSKmFKvtWGFT631g1FQBLP2i/v5VlbLC95xYb11kyx8cfdI3DCis+p3rdCYkRZVr5Ek+8STlw/EO7eehD+e14cTFEW8HEomS7iGV2udmKLgltPMTdmcdsxIpH5wqA/cYN+ZV2ThF9aQ6XyTqPovVT97Ym7nboaqCGdiMSI7Iw33nmOccyGOlUDgZrNo28LsfhRFvF/F+6hbdRUyt+Oe51IFBHE1cIOBT9KDH63BS7M34cc9parfnARuKK/iR5By636aWZiyGFVX9C7c1jobJfK1lUwWii6PjBELNh/QnGuOyHPW1on3HpsJO0eY5OZsUTUxxZcorSLX0Goy4vA0SW3zG2HlQ2djdK9W3HPMMA8yIn+OLKJWENFoRGXuntAkMZq/V69XRx5l3yHt2M9u3MWFJFYQ0ra/sLkdcz+ZdVYZK3aW4OSJM7nnGxHvv/H71D5zbUS+zDR1v5AdP7LS0zC8WwtkpEURiURU84yU36n0+xPOdZ0RJCT5iLZryA7ORgvYaCSC/u3zMX50d/Rvn2d4jBOikUjCZl6xKyQJbnrEy3da51OOa+nofC2JnVlO7dUCIP97tyiviuHgEesM3qKwAqtbkdzSrDQ4Ho6T7MSn96FSpLVLbmly7Gq1/N4sYDUy5w0oQFZ6VMjxnCcYcxfqzCardse1JqbgWGUNpn6/BbuLj4lXGkCFwe6tW4vgeIh6Lmah/4WFcvk6AWbmdvr7fmX2Jny0nB8yPA7XR0cRDzd81T8X4NFPf6w/ta64f83dwj1epFhdQBZFf99mPh3HGAGavb/qWMyXfH8i18g0yEEXjegd9AEgLzvD1thkRxg3mt/sYLe50zjmdl1bNsa8uvyIrZpkqTfItJY7TPPGx4p0lSZJGwKcXw+tkQT7urDPcDeTy0yESo12S1t/7fg6bkgH1XdOn0uaqizxwsjcjnANXZQhyfO1C9gJY3sjGgEmXlab7+bec3rj2uGdeacmrm3XlyUaqX9p45OMdFQTpgHM1uJxdbrIev3XZ/YAUOurpcVpqFNtW5mZIRlGtvJgQPj6xyIcrqi2PlAQtopuCUnWmiTvRsr0tCj+dsUg/HXcALRuoo9aKGv25tYztJvTwm9NEtvvC/IaYdVD5+DJywdZnme0yNNiJrTUxBQ89cU6PPTxWmmzv4pqA02SS4vgSCSC1iah7Q3N7dy5vDT1Pkn1NXhp9ia88M1G0/N47a7AQWCJuuIeMUioKTIW1MQU1RirQNGNuWb9hV1Yq5LJ1ljnjXIDkeAQmQaapAj0Y1b8HbprTO389/OT+PM+D1vjicA5Z/RuLVSU3TVIvA0qNcJwu6aNsOhPZ+K7349WaVbMNEnxzRn2eO34ZSdwg+gYyCNubhq/T20raU0L7zjjOGMLFhtEbJaV6slk/clCSgDgCBWSY8UVQ9S7ub88vTtuOqWr6sU0WojFv7U7HbBJUu0KSdryjIir00UW7HeP6YErhnRAh2b6RLJ52fU26k9cNgD3vbcKT44baKO26nrxMPJJCkG+XUvYZo4P0K/fPBzXTV5ou0zes7t6WH2eLq93ky4fwtd8KIq8v5Rr5nYC/Zn3XvieTFazoNNO/L0L9E7FQK3f4lGBpIlmC8YaRcG8TcZRysww0iTZicjGIwLjhVME/pgq8TBqzvjYI3t9buAGB+OYG0JIdUzB1gNlic8xjibJrF+xYzd7WHUs5kseLZHgIVkmC2yjsNMDOzTFj4+ci0aZYqkZAHv9kRVkjYRaUeHLbnPH24Dn7xPfDDPb8GM/xwUttSZJo3ky0iTpzO3q/zYSdGWI13Ns/wJMnrsF7ZvWrm1a5GahZW4W9h+pTVKdEY2CvZzTeUK1dpQoSvb9CasbhREkJPlIF01+GtG+8s+fD0FGehSncczHdLsfFiOV3ckuAqgCN+w4eBTT5m+1VxjM38G4JknkpY9EIujY3Dqf0lXDOuHCQe3QmJOQTZT6eul/M3rxk0BG0pjb1fanU3u0xO2juuPl2ZtslakVRNY+co4qT1ZQw6QCebM3t4QU+5qkYIWkOIv+eCZKy6uxed8R7u+1NvNqgYS3a1xlMqvGYoptbeZpx7XEpyv32DpXhKiJSV1tIAH1j3FTT9HnJ5O/hsVoJ9fujj1vQR9TFNgNAmdVjdJyayG2JqZg9rp9TJl6KcnM3I7VPrD350eOJEDML85MC6HVJLGCp4yAVIsNczuBU0T7Odsf7j2nF576Yp3QefE2aNUkC/sOV1jWQdtmKiGJo0kS9UnSykHskzUTdOvLrQ0mscfAHC9e76FdmuOru0eibdP6DeAerXMTQlJtXdwzt1PHgFAXdtWJHfH24h3c86SjHCeXjETmdn7SMjcLl53QPvH5rL5thM7LyUzH6F6thRxnDQ9xwyeJCdxw1rNz8OXaIqky2CqYDaiJyDM2qhw3h+Flp3YiIAH1i0de1Y2q6laobi/haZKcol3o5mSmhyLqX3o0IrwIjx/llrmb/RDg7lxflM37y7jft87LxnGtcw2fY1aGfvDhdX+zKHE1imKrD140qB3628w2LwobvEZLDUeCuH1UbRRI9gwjDSdQa86mtRYQwUhIsuuLZRQC3G6obKtaiPie6QI3QFKTVLfBdaSiWuUbVV2j+KNJEriIkbATiUA39zups9nrJWoGzQtRLSoksf1SNDk5UL+B98yVg9CpeQ7e+L/hpsdr24y970oHPklm85iIuV2ME3REVU+mTj3aNFGtZbRCkZvmdlETgesvHHeGOPLmdsGvA2QgIclnejKDy+OXDTDceYj7GQFAe44pmRFm5iAA8Luz6/PGyCzaopH6xWUsVhs8QBaVyt7k0onIMzYWS2/833CM7V+A/90+QvpcK8wWd4aaJIPxY0S3FvwfgoDVJLkQMhuwFrb81o7cMKIzTujUFKN7tzaMImWEW1UV0WDxjgiBbKnC6NG2ytX76/C6v1kUsuoae5qknm1yPW8nM01SdUzRtUt8vFNvDplf42cndpSul5HsYncdbZRM1m7SVauNorIKeRPNI+XVKC1X+2Wa+yTVNtLfvliHOevrNVLVMcUXm2iRpmvayDgwiE6T5KDO7CK/T9s8oaAs2m477eZh+NsVaj9FYStmpuoyGyLxY0/r0Qrf/n40NzAT23e140gkUp+UN26ay85D7FosEjEWhrRzF2shIOqTZDZWaaPYGZ0XiURc1iQZC1xmc6a8b7rc8UFDQpLPsO9tXnYGbjqlK/e4tGgE79x6El6+9gR01ZjpmWG0wIh3zPFMwrpopDZ6lQiRSP0gZTc5o+jLIWNup6VHmyZ4+boh6F3Aj/LnhPgkzN0JMagqb5flltO6upK/xy1UuSUEd6biu+RGuBUAwi0evrg/3vvVKfrcEibUPzl37sV2stAAZxWePwmvOpcP6YDRHMdt3lBRZaKRiCmK7RxbXve5SMT4GtU1+uSm8XYyC0usOh4RDO3SHJ/ceap5JD0Nxpok4SJU8PaCFMW+aZrVWSLzifaYafO36Y8xqV/cxFMbnrzGJ58kkd12U3M7zXzhyB+Y+fvPF/TB6F7WARe0QTPa5GXrtKJ2NEky76zIsawWVOtjBDB+TVyfpPr2N9X0aH66alj9xoaoT5JZ+aa+aSYCmlPsClw+WawGBglJPqNPKMs/rmvLxhjerQXGDpBL4mb08nVvVRsZRRXBJBLB368+IRFC04xIpH6AsbujKPre8XIYBIH2Ls0zfYuVAeh3gIKGXcSJ7uz9/pxeeOCCvoa/W2lr/IgoZQRv8uTBS8YJ8E05RbBryhg2R1ee0Pa3KwYJ92nTwA0xxZ5jeYQfJtlNzK5RXRPT5+vS/WEh8Nb91L99PvIaGSdG1WJlbie7oOaZDgLm458ZVtcX0YpoD6ms0WufzDWUtfekXYBW1fiTJ8lqzrx6mLkG0Si6nR3YPQgz7SiLyJtlZ5xye2yzEsDi7RjPqcZaTqiFJONraOvcr129ma+oJoktX3stszK0x6p90J21pVqTJF6WrFYzbPOZFSQk+Yx2ktR2mNeuH4o/ndcHQzs3s1W+UQe8YKBe2IqgdiBp19TanM8oV4MM7Olm71W1RAhwP4nvgMsEbjCaG93y/XEDlSaJ+TDEpA9GIhG0ydOH1+aVw8PVdYlkWWmCmop4sdo7uW+sdTJd/nXtCkm2TvMMo+rw6skThqtMFrN//2ajoUOzZb08nnyjEe2ipB6eNiReHXZsMPcHqUdmrDVcfyvAzB+LMGvdXuGyAGB9kT4wR60mya5PkvkLamfPjdc+ZvWL9znt5k1NzDq5rhvwIrKxWDWtVrvqpMpsf9SbpPHPEZm7Rcc39nm7vVnWgjH5zeCM8/F+E4/Cmc2YtrGbZ2ZjiVlwLHEhid2YVJ9jpknSRexTbXoLXdqkTvV/y2mSUjtwA0W38xmd3brm8xjBYA5G8Aaqc/q14b70zS0yyLNEIxHX/FUA8xcrPtmJhEz2E7MIRYZRr3iLJ4TLHI2tO2vWwea96NtWb75opiyyEgKD1NBniJrb1VVSKwDbDfNqX0gKT18BxPOHAPKBG775SW5Bz+L1O2W2UVQT0wuPCZ8kTRmi1xLFSEtxpKIaN/97iXA5Ziiw75Nk9bLbKZc3N5hFt4v/pl3EVtfEfNEkndilGeZrTP1Y4kJ2j9a52LBXL6Q6NbfrweTYYYMl1DajdV9jNQtGlxbtsuyjc7vpc7PSMfO3pyMjGuX2kfgaJt7n2GAzbN8w1yQZ/yY6N7BtlRaNAIxi1MwnSWeJxJrICV3ZmDSbZVEyWcJVtJ2cFV7YyHd24b2j2sXDtF8MQ//2eXjthqHC5UYjzs3f2IHWbGKqTyYbrrfJZA42VE8b3aZdvwsviBjsLFrtzJs9Hz81SWxR2ZwIa1rEdzz55nZ2hXe7i/iQvQZSUZ94j/lwuXuJkOuv7b3GLQL1vbPBdXgbKAmfJANNrf54RuMkcTNG5i4iobXFr+GdT5IdeHORUZ4soN46QSskvfDNRlPNpluc1bcA14/obPh7vP/Ek6Oz8HK7iQp2gzo2xX1je2PKTScmvlOlYhA0txNZNYuuD/oxUSi9iP7avVUuOrXgpwXRbt6pNUliPklm9ymizU6PRjSaJPU5vCihRvVKl5ivrVCVLaXJpuh2hIvoIyDVc1YfZ1qk2vL1HVD73cierfDJnaepbGktiTjfqWWrITIvBe2TpMXMwdhoUcMdQEzMdoKArYmR8Ma7c7P+YBWYwiufpP/ddrLlMdJ5kjSDut1HJ2rmpyXIzQJe9zXMH8L5mic8vDhro9Nq6WBTFHiF1peQTY4sGszGzBxHrXESr5fRtY+4KIzGHEW3c60aCXhWDWYmbbuKj6GsoprrK/nFmkJbdRgjMV9HIsB5Jv7F8Sa6cFA7DOygn5d1Y5ZgmzbPycBtp3dHh2b1QgMbapxnkmYX0fevX7t6qwS/LQq0dWQFElEhyY4w8tzPBuOtW05C74ImePvWk9QmuFohyUQbpX1cdrU/VmXLlEXR7QhXMfNJcqPz8Baubiwe3F6EmJUUn3zCoGxhb9nM3M4wcIPBKSGSkTQ+E+IVMxP0rATqiwa1AwB0Mdjxk4HdjRTJlcMKgmf0bo1fjuxmUG7tf3WaJJvvgRuBGx67tD9O79nKVjluYXQXvP5gNxKmLBGD67t6DZONIr4mqfZYVgMjao4jsyFl5M/CM9uyiwL7miQvzNl4G2hmQtKqXSU4/alZXH+PuBO/LH+5pJ/U8WbjBjuG8Y7SJ5MVI4cTZIbVJGmFL6Maqn2S+FcXff9UFiU+h0bTaW3SWSFJbC1mZ5ipiSkY0b0FZtw1EkO7NFebuEtokrxcP9otS/b9DtPaR4QQLEMbFubR7Zz3Ht7kIasBmnjZALTJU+c8iUYijoMNGJl1xenXLg9PXj4QT9flXwhD8lG2Bn3q/HJ49TLMk8Qt0/tIXDIY+SSx8CZGs0nfypxwVK/W+Pw3p+HTX58mVkkXyc2uXzj868YTcRxjr89iZG5n99HZFa7YV2VQh6b49y+G2auASxi9l7zv/VoEuRFYRuQahslkFUWVXgGoHztqBIUktbWLhLmd8JH2URRzXzLTcx1cN54cXPuO8uaiSov67T9SyX1+OQZJXK2QMRuyMgdlXxOesKFNjGrmf8XSiJOslfVJSo+K3YXIMbz7e/iifol5M1EWc5xdwdsuWg0k6/+TKWpuZ2MdpN0sMgueYeaTpB3j0lTaH2fjnzr9h8QmjfQmSHjWPiKQkOQzZiEc3ZCweQOs7OLs6mGddGYJZpGdRLEyJ2neOBNXDu2I/JwMw2OCJJ5TilctY00SfwDxWwB88xbj7OSiPhNazBalIuX0aZuHxjbDabPIDtG3jeyOgR3yE1HqjLK+JzRJOnM743sb2rkZBhhos+xuMrALpDDI1kZ14N2ebWd/SSIRa82zSOj3NnlZmGAQvTBqokmqiSkY2qU5Hr6on+p4QL0QzPDA3M4PQdSZuZ39+j14Yb/E9Vl4c5FVBDmArzXSCiBeEEHEdMxn7483Tmi/M/O/Yuld0ET3HSsU1iiK0FykypMkEd2uR+tcfP4b440wmeBRbvgvaecsdkzIEAzcYGfu1r6j7Fil85MymI949VIFbnCqSfIpT1IY5jAZSEjyGb0mie2YznsP3ydJvhzd7nndFO7UL+nGk7sAAO4e01P3m3YHJWgHP0VRPxOz52P0G2+XpdZsx3n9ZDi5uz47eRwzJ1IzzBal7OTz4fhThMv0g/ycDHx0x6m47fTahLhGk5KRJqlJtl6w69ayMb757en43+0n46M7+PcrssnAm29YP5ag3wnAzCdJ//2c9fu8rg6A2vfPajNo0R/HWJbTMjcLIw3MGc20AfG+ktconTm+9mBWA2P2fqk07VKaJO+FpLveXm4/cIOD6sXnG20OJN6zFhGSeNomUa2MFpnp2sxUE1C3Ee/eZDdYnr9qMG4Y0RnXnaQPFhHXLjXKSEN7gfQfgKgmSX+U1Xh2cveWiXHYD7TPgB2TRTVJdpZp2ldHpUnSbN7kceYXo3q5qT1XhQCXOE9WeA1+BpODhKSAMUsqZgeR6HYi6HbPo/bLSpQZAR68sC+W/fksnHycetGek5mG+8b2Ul8z4LdJRo1sVFej3dewRe6LY/R8eU1hNkCz9yeTGDMIurdqzP0+fsva22zdRJ8f6pend0M3JmHz+Zy8ZOxCRyYhLWs371a3ee9X1gEujDDq67w+7aZfjBmKolguGJo1zuTurMfp1DwHT19pnBS3NhKYsSYJ4Nv1s2OA6EaYzPigX4AJnyrM2j2ltjVJi7cetH3d+DujvTbvHq3M7QC+IGVbSJI51kTABqyToMrOuxcPbo+HL+7P3QCKRiP4/r4z8PlvTkOTbPXYbGxKa31N0T7LjmfRKPCHc3uZHF2P3cA36jKMN6kzVBp7sXt56doTdN89eKE+ybrW3I4tX2uabjZfauuV5qYmyaZPkuwmSFjXPkaQkOQz2v7hZicHDDRJdoQkrVq37gurhQhvgEiUidqXXKti79Q8BysePBvHtVYvYIL2SYopCnci5FXL0CeJH9zOEyfz0b1aYen9+t3yVk2yOEfXo9rVcilwQ2ZaNLHAadfUOOlsGOjWKhc38MLzGuRJap2nb0+RCZx91y8c1BZ3jemhSxrNa1HRBIUynNCpGb69d7Stc426SJCva2l5tdDkaxZ+/Nvfj0bvgjxjIQnG7wdPgIgfKRpimi1ZZj2o9RXyatzUanNEuee/K/DjnlJb5yY0STHre6yoshZ2yir15nZV1e5r4nq10cxlMNd0mglJadFa4fwzF/032zdthC4tG9fVzRqVpsvg/RCd0tT5iMzNEFmGdW1mfZAF2nGafZ8z0+v/NrsXVsgb3au17vcuLfSbblpzO7Z47fOWMrez6UfEL5tdi8ps0qjvzSoQSpLJSCQk+Y1pdBI3AjdwfZIcF5sol1d+3Pzo71cfzw1fGsfoxVOgcEOzBv0yySwKjCZAI22UF7u9CoCcTL2G4rXrzfNhqXySjAI3cAwnzCb9aDSClQ+djVUPnW3qiOoGbgTPOqGzfgJOmNtpvm/ROBNXD+uEbi3rJ0OtOQyvZbTOuneN6YkL66L8mZHpok9SZlo04VuXnWk9/POeMfsej+nTJmEuE+QOYemxKiHBoqLaOpKZkSAUjUQMBai4KZpqjKv7m9VUmLaQyqpAvC21QphXT6HGKIyeAMt3FNs6L81Ak8QTSkWe7WFO7ii7miSzhtbmIIxEzN9d9na0fawgv3aTqW+7PDx1+UAAwF/HDYBbiHQ1VrAx0oKbabsGd2wKAOjcIkc1nslsyg3p3Fz4WCO04zQ7ZoiGAM9KT8PnvzkNn//mNFU49foyeWOmcZ3YNvj1GccZH8gpx81NdrtWQmzfnfr9FvR/8AvM3bDf8PgwmIzL4NxrmnBEVD+nOiyPo6p30deJ9yL96bw+OLVHS3RolqObDAd2yMfKnSUAjO/PaO7l3UuzHP9Mt5REHaxX4Ub3xguBXGt64f5AEVP49bAa/ER8krjmdhbl8gQ2L3AjOICZPT370z1n9UQkEsHEywZg+Y5iXDLpewD6tuBtCPBMYbWbA7w7yXLRJ2npn8cknotIH+RpAdmzXrh6cH15AW65lRyrErqfiwe3x+S5W0yPMTa30y+AmmSl43BFNU6tMx9mf43/XVZZr70yqyL7bGXGB62WRXTMksVJJDK7gkh6QpOkvvYxzm61iE8ST9tUZVP4M3sX9YGPLDRJzP1p5+uBHZom/r5iaEecP7Ctq2OrSFfLSIvizVuGo6IqhnwDczAz7cPL152Ayd9twfUjumDWur2J7/3OF6i9HtvW7GaeVbW0EfuMyoxjFqAiKrEI1PkkuWpuJ1wNFexG8EMfrwUA3PnWMvzwwNnc44Pe/JaFNEk+o+0f6k7ukSZJxhm/7lDtGfHveeVnpEUTyep0+RwE5lXDvAuaS3Vr2RivXDfEukCXUBQFz/ysNhz5H87lR7yKY6hJkhAAnaIoCjcPiNW11Kp/8SEhLGHMrxzaEQBwYhe9NkgUrpCk6LUD3VrxtUcijtWqKHV1rW5lSheNqCdvp03eJDsj8Q5b9YvrDRy/jbTfQWqSSo5VCe2E/mZMD8tjjMbLtIh+WTzj7pF46vKBuH5EFwDq5xP/m/WDMqshu66WGbO1Gm+vHoMTIUlEgOGR0CRp7vFohd5sUsQniRcVbsfBY7bqZoZ2GDWLjAioF5rss7/0+Pa6Y/3afNJycveWGN1bb14Wh3d78a/a5jfC/Rf0RacWOao5ymkgKFl0miTmZWHDpTvJ78be02UntMfPhnbE2P7GiYTZOlm1hqlPklNzO5tl8TdQU0e0IE2Sz+h8fVwOAe40mWz8/IsGtcML32zUfc+NvJPG3oPxtYx+MZp7tQPCN78bZVi2FygKcMHAdjj1uJZomlO/E8S7D5kQ4Fb26TI8fcUg/Hb6ivqyuT5p5mWonUiNd9Fly/WL8aO74/hOTbkmc6LwbjveL9MNJg+23+s0SZxr8MzmtEKS9rxIJKKJbidPs5wMXD+iCy4cpJ6orcabRy7uz/3eqOsGKSS1zM3kXr9900bYVVy/CM7LttZEGwn/tb4h+vKvqBPSAb4AeVbfAlx14kGc078AW/eXGV/XZC549fqhuGXaEu55Wi2NV8/Brk8SYF/bG3/HtAIaz7dIxCepUsAkTxSzZuZFsY1GjNuAvT2ZRbMbsGOak+uJCjxNGWsQvzfazKLbsebHoiHWra7xs6EdMbxbC+HjrZpD28Sq3EYOm5ItS2YtynMp2H+kAusKD6MXJ1CO39pDp4RkmdNw6Fnn0FmQV2vG4rZPEq//iQxecXVwfMfj2pM6o1PznPq61dWTt4hmF39GyUjrCuF+beS3E9Sa67qTOgEAfn1m7a4zKyAZYeyTxD/erRDgHZlnZISlJon52aiv8O4jLFFq0tOiGNmzlVTEOC084TJ+y+kqW3XmulHjfs9rR97iR5tcVNvMEagFKdm15sd3nIplfz4Ld5/V07XAKEZRkILoD49c3A8XD26HP5zbWzf2/fsXwyyDlvAwEv7TotYjNPt7vDlys9LxxLiBXCdv1XVZnzVNW2oDAbBoBYisDG+mdSc+SXZ35uM70loh62ilXpN0mKNd0uJk8avFVCvIEZJE8ySpza/s1k4cJ9ocK0sY3lNXbTj6PGSwz0V73+xYLCJwG8GmvxARCIw24XiYbbI7xW50O6P1258/XM39PhyrBnFIk+Qz/dvnY9I1JyQEELvSuxH8PEnWBb91y0n4z4KtuPOMWsGgTV42nrlyEC5/Zb7qOO7iL81Yfc46/MtqkoJahD96yQD88bw+UmYNhqGBPfZJEinGql+ZZf+O07NNru47v00lvIR3K3EtYIbBQiBDpUnSaIS4mjd9OWxEJR5p0YjKPEXGbKllbhYGmARScfvxBdEdTu7eImHqptXaRmDPM8dckyS+iOEdaSYrmC04zS6rE5I8iIbIu44MWnM5UeLPQus3VFZhTyMkYpLH0iwnA4eO6oM9WKFdvMqM+SrtgA9LSrtJruPnxgVYUa3Qca1r55KmORncgE1eotL+696x+s8iQUCMyDDYVDNCTpOk2YxzUZ5mpzCZfmc0LPA2MgDySSIEOH9g28Tixe1dI7vR7XoVNMGjlwxAm7x6R+2BHZpiVK9WuJ4Jj8zbZWUHHvNkifzvjXySgnyXzAQkrkmb5L1pJ9E7RptHtTGsi+paIkeZ/6rtP5/++lRcP6Iz/sIxvQqLJskN+D5Jtf9NV03k9Y3Mfm9m6272XWaaeeS/9Kja3E5m8rbK88XW55GL+wmXa6Q9CiZkv7lgoQ2PLYKR8J8ejQqMSfZ2YwHtZoX4eVrB2YuQ8YCzACl2Baz4s9B2ZV6UOhFkFVoTLxuALRPP4/7G6+8Fedl4+doT9KGaoxFTIYJ9V9MlFs1u4GSzi62raDEtc7PwyZ2n4r+/HOH7RpuotsRJLCCVebTAA1S7K5gf623gBntlGa1xjIZeim5HSBE1WHDYJZ0zu9odiDLTo5h60zB1+RwpKSPK7pyYCEkGL4fRYq4HR3sRVmTM7SLQD4Zj+rbBi7M26g+2wBVNEvNItYv9fu3y8cjFfG1ESmmSOOvKuBaUncTYgZ9tq2yNiRNvQcSLHmS1oE1PiyIjLZqIotbTJBmq2fV4sFXs1y4PmWlRoZ121oSN7QNB9AezS0YQsRVVzTAPTBS4ZngnzPxpr2HodvWeF0fwFq2DhCZJi1ch951okmQSc7MYmW8X29Du2CGeQPicfm3wxZoi9W+aY3My07Dgj2cC0O+iRyNAzGxRznRTtQO99zhZaNeuN2o3bmRMv/q3N9Zwe0m6D+OVaCjx+nqIC1Xm5nbO7sdpCHBtfiTDze8kWzaQJilg0lweEOM5i1jc3PHnvUes2ZGpT5IBRnPvxYP0kX3CAE9bZtTEVdUx/OPn+oh8erW53WdUfx4vlxHvWvoS7E0cYYlu5wa8ySm+cGE3AWoMdny1GiHegoGrSdIISdqJJX6N+X88E4v/NEYo8ECcX40y106y9VEMwsfzaN0kG89fNRivXDfENNiAH2g3bXq0Vm+s2Ak2YKQNT49GcUbv1njvVyfj8UuNglqYWwYYLRy08Bz/RfHM3I4jcGYYjPfHaZ6D0+h2Wg6UVdoqT5Z4u//tikGWx6r8iniBGwSj27npjC8CzwxYlAyLoE1Oc9jdeHIXAMBfJDTdZqg2dTxq3AwBzRD7vGXeV+3Gi5t9JRKx1w8URcHGvUdw3WsLVd8baZ6TbdVAQlLAsAOLG054uZnpelW/i4OBpU+SmSbJ4Ccjk5hoNILv7zsD+Y0y8MuR3eQq6iG83X+jQaWsslq/sOU48dp9ROzzMJqQZAI38DSFIuelIvGJjBX82XwmZr543HC4HC2DNnCDdl6JXzs3K106CMFNp3Qx/Z2tjwK553nx4PY4t3+B6rsgzC+1mzL3ntMr8XckUpuAUxaj+0iL1r7nJ3RqhiYGwqrVvu75A41DAavqwPFpEaWxRyGieZqklrn8PtmnbR5ymESbvLxGIhgJrCXHfNIk1f23SXYGxmr6u/aZsAI5TxNoNr2zY7ff0b+c+CSpNcn6352E0gaA+8/vgy/vHslNRWAH1aaOR+3Mrg+MxhI2AbRMsnCeGWfiXIk68rDr3xRTgJdmbcSSbYdU3xtpnt3P4OYtJCQFjNs7sdFoBHmaZG9u+kby4t+zOydNsjNUidPYMdLo9swiDrVv2gjL/nwWJpzXR7quXsETkrTP7rQetcklLx/SgetQ7tb4zBNKX7j6eDRhIr1ZDbyswCalSWKOvWRwrfnRDSPcmcz85qSu+jCt8Z0wdhHBDvxsNL2OzRupzrXySao3t1Mf16WFOlphj9bi5nVarHYDtZokp0JOEEKzdoGn1cw/cGFf3HhyF3xx10ju+aN7tQIAtMnjmxCqy7YeSFXOz5wGaZvfCCsePBubHj8Pk28Yig/Hn8Icz5SjOVXGjr9VnnxEPxF4Wjkjc9H0qDrNwTFOyO5IxHq8Cdqk9wgTMU8f5l/9mR0b9Jsmap+kc/q1Uf1upKH2w3+jX7t8DOyQjzF9zKMv8ki3MLW34xOoKj8tip5tmrjm7+iH5psVeozMTNlIkexGj9XzNkuG67SNrHySzHzK3/thl+77LfvLUMrxHXSqXfQbEpICRt3n3XlrtZoLN3dMeAIXO1A2ykzDp78+NfFZJSRpqvH8VYPRKCMNr94w1OKa4VJZdG+l95XSThCTrj0BL1x9PB66qB/6ceyveTuNw7o0l66LShtQ19YXDWqHb38/WrgMtnntCkk3n9oN3947Gg9d5I5ZhN80ykzD0xqTmviih518YpqF0He/H41vfnu6TrOgbcfurRpr/FVqYc30OrfIwW2jugMA/vvLEbhgYFs8c6W1mY9d2D4YUxTV579ffbyj8kRwI8CAtp3TNI3cukk2HrqoHzdfBwC8dO0Q/OKUripzKsPodiJO2Kx/gcEx+Y1qE/qe2aeNYb10C3KBpu3XLg/nD2iLCwfy/aWcUs4JGmIUnSwSUdeZp0mKwFqLEfTYzy5yrdZ25w2o1zTxrDnUSalzseT+MYnPHZvVb7K46YwvQlo0gg/Hn4LXbjjR1rlxeO9/lYPcWl5g5ZPkRnuz74SRyRm74SDzvLW/u+muYaWVmnrTMDTKSMOT4wbi+asG46/jBgAwD3IxY3Whw1oFT6BC0rfffosLL7wQ7dq1QyQSwQcffKD6XVEUPPDAA2jbti0aNWqEMWPGYMOGDcFU1iNU5nYuDYjNGqvz+rhqbsf1q1B/1za/fsBn3x/tLsnFg9tj1UNnW+YPCRs3n9oVN5/aFbed3j3xnfbZ5WVn4KJB7ZCTmY78RhmqY3mmF9FIBG/fepJ0XYyercwzVyVItSkkpUUj6NQiJ6AIZ+6gXbRXc/LCaE0IOjbPQTeO0Mw2w40nd8H95/fV2P7rr/nIxf0TURWHdW2OF685Aa2ZaJMy8PzgtLCPOqYoqjobBSYwQ2ZBG4lAZY5lF615qIy5KFArHD9wYV+c1qNV4jujTaU0AX9L2chkRm2mNcMUadnbR3XHpGtPQCMX2jXO45cOSPzN0wYZCUlpkYiqLbRO3UDt5oP2PnXleCQkpUUjln28ZW4mzuzDaHx4SczqOLFLMzwxbmD9TzqfJG1Qj1pTxVeuG4IR3Vrg3nN7M8f6KyTVXsfehayi24n64MU5vlNTXDCwLV673nzj1C5RC6HOqj+KIBLWnA1pnyGwsVL/u4nm3GFfsdJKnd6zFVY9dDauPLEjLh7cPhEJ2SxBdinHLDbojQ9ZAhWSysrKMGjQIEyaNIn7+5NPPokXXngBr7zyChYuXIjGjRvjnHPOQXl5uc819Q6rZGx2aKWxE3dic6yFnyRTsBtxqsGLxhd2sjPS8OcL+uKU4+pNtKyeXfPGak0DzydJVOPHaurYplflpJJoVrYqMgMYu8i1E0UsbGjvnZfbRdTGnp3MHrqoH0b3bs11jGWFJLccia8e1hHn9CuwPE7VBxXnO5Ha6ndr1djw2Ixo1JUAA1rBRb2z6u5kLKRJkvAvADQLYqa+uoWWRFlG432znAwp4TctGsEVQzskPvO0QZkGgmM0ElFt1pUbJOe0CvQjK/TeN7a39UEAJoztjfZNG5keM+0Xw5HPmK5rA+Owz/fqYZ1Mg6pEIhHuovzc/gV469aTVHVRt0m4F5RW0S1lo9jlN8rAi9ecgDF921gfbAMrTZIbYxLrfmCkZVFpklhzO4vHra2ym+Od2lSYf0w6J3Ifm8T5t2f1xPu/Ohln1T0/nitFfiPx4ENhINAQ4GPHjsXYsWO5vymKgueeew73338/Lr74YgDAtGnT0KZNG3zwwQe46qqr/KyqZ3ihSWqd57OQZCOiXSqgTgRs3gbaxZD2cO0AF40YD7DshGq0Zs/JqBdgmms0i1rUgRvEn2Uj5hq5nKiKyYb2GfIcT2OCYZC5Nt2cv1khySg6oSx2bL6d5AWJo22/iwa1w3NfG2j+I+6Eqjb1SXJ5WBLZQEi3iPalhS2Sff5araZIWfEjtOHo49xzdi/U1MTw8YrdlmUBtaZCbPseldAkRaNAs5xMALW7zEbmdla77rIbB6ce11LouLRoxDAyH3uMGWpzVfPrRSMQ7pBBaJLsYrTJ++r1Q9GlRQ46Ns/hnWaI17drZR6YlZEGlPOToIoSiUTQJDsdNTFF52Mah91UzJAQdMyiXjrtK7IWR9rjm2Sn484zewCo9/GsrI6ptIlf3j3SszxuXhHalc2WLVtQWFiIMWPq7Xbz8/MxfPhwzJ8/31BIqqioQEVFReJzaWmp53V1QtSDnU+tJinNRW2NrIqafUFCPt5LE1XtSpkfy3PkZeHZGscM7LnZQYbdkWIXx+lpUXx190hU1sTQOMv8NbcbAjwSieBvVwzCwbIKrp9WsqG9d56Q5GS/gTsps4liDXbbZbFjzqBAcazV1d7fAJNd5JqYYriYN6JdfjZ2l6itCKwCN7iJkJAk2fbswpJ9f7XCg0ip8bKyM/jCZwRAhuQCJW4SV1kT45rbGW2QRSIRnD+gLZbWRbwyCtxgKSRJbsC1yDXfEIoTjUQEhCD1Z+3mA/usrTZPopEIEBXbiUgm4wojTVKbvCz0aCMfdMZrc211dDv9726Fz//4jlNRHVPQwiD6ozogiP3odm6arqk3ckWOV3+u3RSpJe5rW1kTU/lltZaM0BoGQvs6FhbWOny1aaNWu7Zp0ybxG4+JEyciPz8/8a9jx46e1tMpXuRE0GqS3MwHwJsUzRZXdmPvJwPsAGW1wExXHRvhRK9SY5a4kRVKWdtm7STeo00T9Gtnbe7A1kVWK3j5kA64dWR36wOTAO0Cl43MdMWQDmjROBPnCzrF81pRVXzd3+wisUNzc/MfUexMnDEFyHa4QNBe9ozerXH1sE7cY2tiipQm6czerTFvwploqVkEa+/VTa25FjEhSTwxpBZ2MaHdbRW5dvxyjQyEpGgkovJ/ECWuceH5FRlqkiLADSd3wQmdmhqey5ZthPZ5ZqZH0djA5+rCQe1QIOjDF41Y9xXt89NGKjOKesm/Ht/cjkeahI9K0LB9zW4AIBav3VXY95PvX+3OkrhLy8a6XGEsrPlphsrczqIBNL+zr59jnySV05zIeKM+pmlOvRldvB0rq2MqE3W/w9u7QWiFJLtMmDABJSUliX87duwIukqmsH3GrQALXvok8erIm+hGdKv117lmeP0iKfleD3PYtrBqY3bwzUqP6s3rNOcb2cuf1beNSiBjB+IKm35B7GAXRK6bsKB9BuzC56krBmHRn8ZYmi6alm/gf/Lpr0/Fa9cPRe8C+Zw+VtcRRVEUXeoA6esy7delLojHY5f0x5m9+YFZZHZt64V3rQbWRJNk0A4T6vxWbjmtq/D1tWUboVrwSJWuXoRrfX1EFhfx524UuCEasWcaHR9vWN+DOEZWBHFNzc/rUgJwAzcgYq1J0mngwQ1m8suR3fD3q48XFkwjkYhlSHerJmfrZuWrWLsxJlY32eAfQcL6l6jnQ7tLS29v2CovZbYLJsCyyIQl5wV84v1tB/Z0O5qkpqwmiRWS2NyCJCS5R0FBreNxUVGR6vuioqLEbzyysrKQl5en+hdmeBGvnKJNOummSpZXFm+im3bzMCz845nozyRzDPuAL4tKk2QxKbBCEj/PUm1ZU286Eb8c2Q1XDNFrQM8bUJAICb3k/jH47vejVc7Cov4y+mvX/21/ckt+tDuL2vCtstHbzL5j/+7XLl/aUblf3XsV36lnsWduBzx+2QDkZNYGJbGDapFUNyZEoxF0bckP4CASBSpOXKi0GkOsklsCwK0ju2HW70Zhwli53GsiE7wTnyi2u+k0STI+SQYLvWjEWihhef3m4QDqn1NlnRM2m1PK0Nyu7r9xsxuuT1LEWgOvve8IIujZRr9DLzvyRTXR94yOMfvMCmQ1FhtUGWlR4f7Aamf8yJPkBDZZM9s+odUkWfgMTjivdgPleo/z/cXXaFHNO2Al6GhlcSsfKxlkrZq0GxLNGE1SloGQlIybsKFdEXXt2hUFBQWYOXNm4rvS0lIsXLgQI0aMCLBm7uJmJ4+jzYLuZmAF3iKaN9lkpEXRJi87KV8KUdJUi0Lz+2QXJ5lpUZypSdwXL2tUr9aYcF4f1SLpd2f3xGk9WuKZKwcn8vG0zM1KOMX++YK+yM1Kx2OX9rd1H3aj26Ua2q5tlAhQBN6OtqzNtxmvXj8Ud43pgX9ePxT/unEoXr1+aOLZ9TbIvWNGBMAJnZph5YNn4+ZT5TQscdTCtvWEK+sfA1i3m/q6Bgv4SK3gJmv6IaZJYk2lxMqPJxa99Pj23HJErx3vv4YhwCPW5m1AbYLdr+8ZiVPrEmJnaqJvsdpr48ANtefExzGekBSNRAyj42nLqT8H6MXxdZENNZ0WVbfp8K76HHU6IcnkGViZ29VeU6w/ZDPPL+zT569GHYerTuyIKTedqBo/7WoMvA4ApNpE4TTuaT1aYcGEM/HQhd7m+3vwwr5om5+Nt28dIaU5zMow3jxxOnXLRsoz90mqE5JqYmAzaSTj+iLQwA1HjhzBxo0bE5+3bNmC5cuXo3nz5ujUqRPuuusuPProo+jRowe6du2KP//5z2jXrh0uueSS4CrtMpJmoEJoNUluCiranEiA+W5gMkXqkUVmUmDNUjLTo+jWKhevXDcEt72+VFeWtrw7zuiBO0zKvvnUrrjx5C62B6CIhLCXymgnTZGFjwwiIVZFade0Ee4a0xMAcEbv2kX29NtGYOWOYow7oYPZqVw6NKsVuJ0Eb2Df9QxNf+dhtUBmEe3bXmw6xRFZ+KVLhPON88yVg7H/SAU6t6jXuNnySapb2LBmjGyUzFrtifXznXzDiSqBgBVm2+U3Qi4TCMbo2cbbPv47LwR4bYQ56/qw9xCJRNCphV4zKbufEYlEVM+KVw9dMB3mC20odaOkoSyi/VGtSQo3jTLTEvmhPly+K/G97Fz0p/P6YOq8rbjrzJ6u1k+LSqgwqGNBvr3cdDJcMLAdLqjzb12y7WDieytz0Z+f1BlfrinCuf1rralUeZ8cCiARybWamU9SXJirqK5BRV0SahE/wDASqJC0ZMkSjB49OvH5nnvuAQDccMMNmDp1Kn7/+9+jrKwMt956K4qLi3HqqadixowZyM72vhP7hRchwLMz0jDtF8Nw/b8W6a7hFO1k8sp15kkr1XauyfeCmMG2hdWkwDO368BkWdc+I9lJxskODXtmKmv+rNAKiA4USWjHmWiNfJLc4oROzXBCp2ZS57x7+8nYd7jc1MlYFLbrsG1pZP4lY/oV799Wj4QVAtyej0X8XexE12ucla6LQKnTJAk5Usf/y256RBNmctGImPZOeyl2YdO+WSNkMs/TyK8sfoqZ31mtuV192b84pSt+eXo3DH98puo4NtJnJAK0a6p/t+yY27HPiqdh0y462eMfvVittRfZUBHtj2zUx2QKdqQ2t5Wr9y0ju+GWkd3crpIOEXNcv0mXGDOaZGfgg/GnJD676ZOkCgIhcLzOJ6mR3tyuvCqGsrrIljmZ6UnVn+MEKiSNGjXKVE0eiUTwyCOP4JFHHvGxVv6iXty614EGM74KbuVfAfTmdlbZ3VXmJ8n3fpjC7vhZLfhYTVI8CatZIj4/NTrs4OpWCNRkxE0B8ZrhnbGu6DBO79kq8Z3sTp0fDOksJ1SZoVp0MuOEUUhqGa2V6CYAOzwFIfBnSITzNYN9D28+tavQLjFvAZIejaCy7u/a6Hby5bBjW9NGGSqBwiz9A2AeLUzrI5WRFuEGRslOT0NVTW3QiAj05uSAvGmsdlc7J1O/FNI2FbuRkJ+jDnIioklShXs3Oc4oOmHYsTJlCwNeaprtot7YkasTe7jTTSH5a6uPZ5NHx8f88qoaHK2sfXdzLNaKYSW0eZIaCl4JEexAW8nJemwXrbmdVZWTLXGYDKx9sIwmKR4RyGzA9tN218hMqqHhZptnpkcx8bKBqu9UprWuXSk8GDluG+VDktkHEI8MZn/B4Qbs5oYTa032PbzltNod9kjEXLtpdbcigRJ4sGNX05wMVbsaje9x4dts0yUa0c5/Ee7iWhtVjydImbVLs5wMPH7pANz+xrLEdxlpUdXzaZqjj+yo7T+/OKUrDhypxNn99EFWRIQk0eOTVUhiWyusviehFJJUwSTkzlVtsTu8n3TJDR7tupL1SYqnd6iojiWSUCerkNRwV0Qhge04dnJYGMFOPm66VuiSHFq8TBkW0WSSGXaH3MpxmG23uJCk9R1g8dN2lxX2UlmotcJrAVEtRKReO6sCNzDvPS8fUkaadQhmlvijsVIYWCWL9Bp2oeHEXJPV0MRviTc/XDK43jeGvfe4kMIm9I1EIpaBGx6+SO+wrtIk5WSq0hNox4vHLx2A568ajHP61fpMdGuZq7oXVgCo9UlitVIRS43ZsaoalVmPCDFFHaqad22ekKSdrhplpuGBC/vipLr0FiyyQpLZxmUyBW5gYVsgrFFS002sN4JCVjhhiRhsTNkhg9kAFzEHL9NsXjTOqu+38Y2xWk1SvbldMhLOntyAYM3VvBpXjJLv2UF2IZmpEgTCMSi5BetrUVVjPkmyA0jcST5blYhP3Ta5Wc5y1shgZZvfUPB6B5edw1JRYRcx0Ei2bKLf+R/Vq7VhG/DCmtcLHObvGbsgr7Z4J72AFQ6dmDmrxs26jsNbBLHJetkF4B/O7Y1Lj2+P+8+vD+eu1dzwOIOT04p9L/IbZeD/TuuGSwa3wyvXnZAI8R2nV0EuLh7cPtEXGmWmYXDHponfc1QCgNrcLsvg/WM3k6pqFGltWGV1THfOqF6tVO3J7oLHkZmvrPIkaYk7s/Ng0zokkx+vKh9OSOeRMJoEikTkNIINouJU5lNtwgiUxZqftm6SpUpcz5rbFR+tNfjNa5ScQlJy1jqFYKXrmHtWcQBqI8as3FUinYPFDJ0myeJtYhctbvpGhYEMCTV591a5+PMFfVGQl50YQNiJWRv6tEWu/aSlsnRo1gjZGVFkpEVVg25Dw8q/zilssr3U1CTVvwTsxM/uvN8+qjuOVdbg12f2wFNf/MQt59Lj22PZ9mLVdzzH+NPqQlSzsO+RdqfTD9j75kV0E4UN5BAfc3na5S4GOaiGdW2OYV2bY0/JscR3UU1ENx6831syY1FuVjoaZabhuauOBwBs2b9JdSyvX/dp2wSLttZG8FJvDKnnEyPTvJtO6YpX5mzi/hbHzCeporpGNVb/ddwA5GSmq9qzqVMhidM/h3dtjoVbDuLyIfpok2abaqw5YY3biwIPYZ+BkR9i0DjJY+YVqoiYkud2bF6v1XWaCFedvkDk2jn4cPwpyM1OR/umjVTPnA3cUFRaDgAo4CSBTgYa7oooJOQwHcvthbEX0WK0YXutBhp2R1TWJCHssLs+VmYikUhEl38mMz2KpfePAaAXPod1aY4xfVonciF5SVZ6Ghb9aQwyotGkjD7jFl5P7MO6NMfto7pjweYDOMvFjYuwkGEQUjknMx1TbjwRM1YX4o7RxyUEAKNFKK8PxoUkdi386vVDdcelRSPISo+iojqG3gXuJBIf3rU5fnaiPrkzD7bupceqbF+TTdga1+Q0zkrX+efkZWfgzjOOw/IdxRjEaGziaMcVK00ST1vVmlncaDdRtOZ2vCfKpqRgNUlZ6WmqPmOkSbpvbG9LIclMkRNT1Pcd35xiBTre3CuzM8/TWv5hbG+8sWA7fnu2Pqy1WeJv1jTwcLn/gr5d2A3fsJiyaQmjuZ0TP6mczHTMn3AG0iLWpqpWqMztBOvBG3OA+rm0ojqGwpIKAEAbEpIIO0SjESz605moiSm6MLBhRGu2YPUqZQRs/uIXQzvrkxGK0IITqQmo7Rev3XCikypJwZp4NFQ8N7eLRvCHc3t7eo0gydb4m7CM7t0aozWmXEaLlGgkgk/uPBUzVhfixVm1efT6tNUnEDUSapfcPwbHqmp0Ecjs8s4v5ZKXj+1fgO827MdFg9tZH2xAh2Y5+NWo7sjNTk8IIn86vw/ufOsH1XGZ6VH89uxehuWoxt+YYun3yvu9NSPkaOcorZCUx/EXYse4Rpnq3WYRTVL8Ok4CEKmEpDpNDbtg5u1yy2wYteWE/DcLyW8kEALq96LEgaDtNyd3b4GWuVnoVeA8nYBXREMoJDkN3tU2v5H1QQJkSmqSzEgISVU1KDpcq0kiIYmwTesmydN5ZH2S2Iko1TRJADDn3lHYU1KOvu3c2bUmgkPrj/X2rScFVJPkhF3kioRkNtYkAf3b56N/+3yM6tUKs9ftw/+dWqsVH9a1OT5fXciNcBanSXYGmjgU+tOiEdvj1UvXnoCK6phjzeTvNQL1+QPaYt/hCjzyyVoA8eAXEubOiqIy7bliSAdUxxS8/wOTBJRjbsdqgrSaJPaZP3JxP3TlmP+xIbvZjYhMCSGpSVY6DlRXJj73aJ2LDXuPJD6bLS6Hd22u0s7EBSK27XgBa0QW0a9dPxRfrCnEtSd1sjwWAH42tCP+t2wnrh0udvzBo5XWB4WExlnpmPuH0ZZh4YMkI+DolzzCEnEv3UVTxHjghsMV1dh1qNbkl4QkokGgc+y3eJnY3TiRhHvJRucWjdGZkwGeSD7YvvrMlYO4UawIY1ihQERIMpqI2bXp0C7NMbRLvZZ24mUD0KlFDq7g+Hm4SWZaFMdixs71ZkQiEU9MN6PRCIZ1rW8LER8ENvx6eVWNSijp2aYJbhnZDTmZaXhj4XYABn5PzPimjQIXzwPWuUUOrh/RhVsH1nQwX5NwMsMiCmKcJtnpOFBWLzBMu3kYPlq+GxM/5/u1xblrTA9cO7wzWuZm4oKBbVFdoySi86lMryIRXDK4HT5Yvjvxnchif0zfNlI+v49d2h/3je2tyiljhmwkv6AJqy9SHJm0HX7BCuhBym0ZLtaD3QxZvqMYgHocSCZISCKk0Nugi79N1UnkhEo0THoXNMHGvUdwynH6oACEObJaY6O8GWZmTk1zMjFhbB/5ykmSkRZBGC2dWLPYLIP8UyxsW8YUtdCUUxdxk31uvNDN/dvno3dBE5Qeq0K3VuoNoTZ52Vj0xzORY2Iqzu4g56mEpDSV+Xb8fnj5oLRmfm3zG+GXp3dPCEkVnCAZLXOzcNeYen+gF685QfW7Npn3xMsG4tz+bXHb60sBeBPpMz0tKiQgvf+rkzFp1kbc50Nfb0iwgnhIZCSVX3qQPsFupsDIb5SBtvnZ2FNSnviukw/+1V5AQhIhhWyeJJZWBv43BBEWPhh/Co5UVKtMhAgx2Am+RmA/5KoTO+HNhdtxxdCOuPT49hj7/He15XhVQQnCmlS5bdN6gWP/ETFTrPvP74M56/fhksHt0SgzDblZ6ThSUZ3QqERVQpK+9dOiEXz269NQHVO4ZmmtLcxoWjBCQTXTMbIy1OZ28d3nzLTawBssVokoj1bJa/1YrUd6WgSNMtNwbv8CPHpJfzTLyQx0wXp8p2a++qQ2FNhNgrCY2zV2MYy3E9Q+Sc4qEolE8PatJ+H0p2YnvmPNdpMJEpIIKewsHqb9YhgWbz2Is+sSDBJEWMnOSAu9yUgyIBK6uGPzHCy9/yxEoxFs3lfvXxKGxUtY+0BGWhT5jTJQcqwKTbLFpu//O60b/u+0+kinT185CJv3lSVM5VjByChCVjQaQabNFVx6WhR52ekoLa/G4I5NEyZtmWlRlR9SXEuWma4XkhpZJKI8VlkvJJ03oACfrSrETad0MT2H1WqxpovXndTZ/IaIpMUsuExQsMFMgsyLpQpF7kI1OrdojL+OG4A/vLsKY/sXJG3kXBKSCCm0Jggi3X5kz1YYWTchEwSR+ogGsowvytn8RmFYvLRqkoVdxcesDwyAv10xCLf+Zwk3/44I52g2q/zI2fXq9UOxeOtBnDegLR76uDbwRGZ6VJUrLp5sMis9isOa83Mshdb6DvfU5YNw1YmdMKK7uU8hG9EuGSLLEs7J4iRpDprGqtDpwdXDC+35lUM7omebJujRRh+dNFmgkYGQQm9uF46BhiCI8KAIBG5gYX1tnIR6dotHL+mPSyZ9r9LAhIWz+rbBygfPdi3xsx9D+PBuLTC8WwuUHK139GqSna4yo4sHdeAFTDi3fwFmrCnUJRD+//buPSiq++7j+GcBAYEFggrITbw8oNSAgIFY7xGCNqKYmFjj1Etak7SQ6kOcVDJT0caOSUyNSTVqx1ZMZhysSTRqU/NYFbEER0GpxomXUKN0VCBkYgQTRJbnD+tmMWpcgT0r+37N7AycPWfP1z0uez7ndznzx/XXmr2Vyk3/bhp0Xy+PO7oo19XTXTv/d8S1VrLbzKyHzqNVS5KTnLtcHxsoXRs3aJRW3e3a6b0xmUxKvMU0+PcKQhLs4qx99QE4D3tP4G2v8H5zF+NL2tvA8AAdWfhwqxtkOpO2TnFuK8SBYwVsJ5vwdHdT///e/+o+n++mbb9ZYMlKDFeQr6f+J6T1PXieHdlXTw/vc9etAvfyFW7Yzxm729m2kjZeNe5vX6vudoZV4Xyc8xsATut73e34NAH4rxVPJmrtvtN68Sf2zcple+XSSc5dnDYgtbdJiRFaX3rGOkapI9mepF61tKh/qL/WTh+sqG7fzXx1q1adW7UOOUu3KTg/Z5y4wXaGRyMnAG7rTW07K9f4FkC7ubErBJ8lANeNjw/T+Piwu9r20aRw/d+xaiZ4cbAAny7aM2+Uw/bXw+yl2kuN6hd8rVXoxvsM0VsBHcV2go4WOc99GxdmxqnoZK1+cn9Pw2rwazXLHmd21xGSYJcb74fBZwlAe1g6OUFLJztPNxh0jPzMOB08/aWmpkTd9HkPQhI6iG13z6Y7nV3GAWYO7a2ZQ3sbWoPZySbPcRaEJNjF93v3q+DDBKDt+GJ2DT/U2ujn5ZzTr+Pe19Wmu2dD41UDK3E+tpPn2DnvTqfGJRvY5caWJE5sAADtJbCr5w+vBNwF27GPX12+s5sxuwrb2zB800SAvI6QBLvc2JJERgIAtJcAn/abuQ+4lXpaklqxHQvYbPxdGJwGIQl2uXHGJwb4AQDaS/qAaxM5DAz3N7gSdEbXJ59KiAg0thAn9PSIPurVzUcP9Q82uhSnwZgk2MXTw01d3E3WQY+EJABAexndP1gbn35QYYFdjS4FndC254ZpTXGl5mXE/vDKLubFnwyw+/YNnR0hCXbz8fTQxW+u3TmdMUkAgPaU2qeb0SWgk4oNNWvZE4OMLgP3CLrbwW6245LISAAAAOhsCEmwW6DPd7MPcbdzAAAAdDaEJNgt2N/L+jNjkgAAANDZEJJgt2DzdyHJnZAEAACAToaQBLsFm72tP7vxPwgAAACdDKe4sFtMqNn6s3cX99usCQAAANx7mAIcdhvat5v8vDzk5eEmszf/hQAAANC5cIYLu3Xz89LueSMlSV4etCQBAACgcyEk4a7YjksCAAAAOhPGJAEAAACADUISAAAAANggJAEAAACADUISAAAAANggJAEAAACADUISAAAAANggJAEAAACADUISAAAAANi4J0LSypUrFR0dLW9vb6WmpurAgQNGlwQAAACgk3L6kLRx40bl5uYqPz9fhw4dUkJCgjIyMlRTU2N0aQAAAAA6IacPScuWLdPs2bM1a9YsxcXFafXq1fLx8dFf/vIXo0sDAAAA0Ak5dUi6cuWKysvLlZaWZl3m5uamtLQ0lZaW3nSbxsZGff31160eAAAAAHCnnDokffHFF2publZISEir5SEhIbpw4cJNt1myZIkCAgKsj8jISEeUCgAAAKCTcOqQdDfy8vJ08eJF66OqqsrokgAAAADcQzyMLuB2unfvLnd3d1VXV7daXl1drdDQ0Jtu4+XlJS8vL+vvLS0tkkS3OwAAAMDFXc8E1zPCrTh1SPL09FRycrJ27dqlrKwsSZLFYtGuXbuUk5NzR69x6dIlSaLbHQAAAABJ1zJCQEDALZ936pAkSbm5uZoxY4YGDx6slJQULV++XA0NDZo1a9YdbR8WFqaqqiqZzWaZTKYOrvb2vv76a0VGRqqqqkr+/v6G1gLH4ti7Lo69a+K4uy6Ovevi2N8bWlpadOnSJYWFhd12PacPSVOmTFFtba0WLFigCxcuaNCgQdqxY8f3JnO4FTc3N0VERHRwlfbx9/fnw+OiOPaui2Pvmjjurotj77o49s7vdi1I1zl9SJKknJycO+5eBwAAAABt0elmtwMAAACAtiAkOZCXl5fy8/Nbzb4H18Cxd10ce9fEcXddHHvXxbHvXEwtPzT/HQAAAAC4EFqSAAAAAMAGIQkAAAAAbBCSAAAAAMAGIQkAAAAAbBCSHGjlypWKjo6Wt7e3UlNTdeDAAaNLQgcrLi5WZmamwsLCZDKZtGXLFqNLggMsWbJEDzzwgMxms4KDg5WVlaUTJ04YXRYcYNWqVYqPj7feTHLIkCH6+9//bnRZMMDLL78sk8mkuXPnGl0KOtjChQtlMplaPfr37290WWgjQpKDbNy4Ubm5ucrPz9ehQ4eUkJCgjIwM1dTUGF0aOlBDQ4MSEhK0cuVKo0uBA+3du1fZ2dnav3+/du7cqaamJj388MNqaGgwujR0sIiICL388ssqLy9XWVmZHnroIU2cOFHHjh0zujQ40MGDB7VmzRrFx8cbXQoc5Ec/+pHOnz9vffzzn/80uiS0EVOAO0hqaqoeeOABrVixQpJksVgUGRmp5557TvPnzze4OjiCyWTS5s2blZWVZXQpcLDa2loFBwdr7969GjFihNHlwMGCgoK0dOlS/fznPze6FDhAfX29kpKS9NZbb2nx4sUaNGiQli9fbnRZ6EALFy7Uli1bVFFRYXQpaEe0JDnAlStXVF5errS0NOsyNzc3paWlqbS01MDKADjCxYsXJV07WYbraG5uVmFhoRoaGjRkyBCjy4GDZGdn65FHHmn1nY/O79SpUwoLC1OfPn00bdo0nT171uiS0EYeRhfgCr744gs1NzcrJCSk1fKQkBAdP37coKoAOILFYtHcuXM1dOhQDRw40Ohy4ABHjx7VkCFD9O2338rPz0+bN29WXFyc0WXBAQoLC3Xo0CEdPHjQ6FLgQKmpqSooKFBsbKzOnz+vRYsWafjw4frkk09kNpuNLg93iZAEAB0oOztbn3zyCf3TXUhsbKwqKip08eJFvfvuu5oxY4b27t1LUOrkqqqqNGfOHO3cuVPe3t5GlwMHGjdunPXn+Ph4paamqlevXvrrX/9KN9t7GCHJAbp37y53d3dVV1e3Wl5dXa3Q0FCDqgLQ0XJycrR9+3YVFxcrIiLC6HLgIJ6enurXr58kKTk5WQcPHtQbb7yhNWvWGFwZOlJ5eblqamqUlJRkXdbc3Kzi4mKtWLFCjY2Ncnd3N7BCOEpgYKBiYmL02WefGV0K2oAxSQ7g6emp5ORk7dq1y7rMYrFo165d9FMHOqGWlhbl5ORo8+bN2r17t3r37m10STCQxWJRY2Oj0WWgg40ZM0ZHjx5VRUWF9TF48GBNmzZNFRUVBCQXUl9fr8rKSvXs2dPoUtAGtCQ5SG5urmbMmKHBgwcrJSVFy5cvV0NDg2bNmmV0aehA9fX1ra4knT59WhUVFQoKClJUVJSBlaEjZWdna8OGDfrggw9kNpt14cIFSVJAQIC6du1qcHXoSHl5eRo3bpyioqJ06dIlbdiwQUVFRfroo4+MLg0dzGw2f2/coa+vr7p168Z4xE5u3rx5yszMVK9evXTu3Dnl5+fL3d1dU6dONbo0tAEhyUGmTJmi2tpaLViwQBcuXNCgQYO0Y8eO703mgM6lrKxMo0ePtv6em5srSZoxY4YKCgoMqgodbdWqVZKkUaNGtVq+bt06zZw50/EFwWFqamo0ffp0nT9/XgEBAYqPj9dHH32k9PR0o0sD0EH+85//aOrUqaqrq1OPHj00bNgw7d+/Xz169DC6NLQB90kCAAAAABuMSQIAAAAAG4QkAAAAALBBSAIAAAAAG4QkAAAAALBBSAIAAAAAG4QkAAAAALBBSAIAAAAAG4QkAAAAAE6huLhYmZmZCgsLk8lk0pYtW+x+jZaWFr322muKiYmRl5eXwsPD9fvf/96u1yAkAQBwE3f75QwAuHsNDQ1KSEjQypUr7/o15syZo7Vr1+q1117T8ePHtXXrVqWkpNj1GoQkAIBhamtr9ctf/lJRUVHy8vJSaGioMjIyVFJSYnRpAAADjBs3TosXL9akSZNu+nxjY6PmzZun8PBw+fr6KjU1VUVFRdbnP/30U61atUoffPCBJkyYoN69eys5OVnp6el21UFIAgAY5rHHHtPhw4e1fv16nTx5Ulu3btWoUaNUV1dndGkAACeUk5Oj0tJSFRYW6siRI3r88cc1duxYnTp1SpK0bds29enTR9u3b1fv3r0VHR2tX/ziF/ryyy/t2g8hCQBgiK+++kr79u3TK6+8otGjR6tXr15KSUlRXl6eJkyYIElatmyZ7r//fvn6+ioyMlK/+tWvVF9fb32NgoICBQYGavv27YqNjZWPj48mT56sy5cva/369YqOjtZ9992nX//612pubrZuFx0drZdeeklTp06Vr6+vwsPDf7BrR1VVlZ544gkFBgYqKChIEydO1Oeff259vqioSCkpKfL19VVgYKCGDh2qM2fOtO+bBgAu7OzZs1q3bp02bdqk4cOHq2/fvpo3b56GDRumdevWSZL+/e9/68yZM9q0aZPefvttFRQUqLy8XJMnT7ZrX4QkAIAh/Pz85Ofnpy1btqixsfGm67i5uenNN9/UsWPHtH79eu3evVsvvPBCq3UuX76sN998U4WFhdqxY4eKioo0adIkffjhh/rwww/1zjvvaM2aNXr33Xdbbbd06VIlJCTo8OHDmj9/vubMmaOdO3fetI6mpiZlZGTIbDZr3759KikpkZ+fn8aOHasrV67o6tWrysrK0siRI3XkyBGVlpbq6aeflslkap83CwCgo0ePqrm5WTExMdbvED8/P+3du1eVlZWSJIvFosbGRr399tsaPny4Ro0apT//+c/as2ePTpw4ccf78uiofwQAALfj4eGhgoICzZ49W6tXr1ZSUpJGjhypn/70p4qPj5ckzZ0717p+dHS0Fi9erGeffVZvvfWWdXlTU5NWrVqlvn37SpImT56sd955R9XV1fLz81NcXJxGjx6tPXv2aMqUKdbthg4dqvnz50uSYmJiVFJSotdff/2m/dY3btwoi8WitWvXWoPPunXrFBgYqKKiIg0ePFgXL17U+PHjrXUMGDCgfd8wAHBx9fX1cnd3V3l5udzd3Vs95+fnJ0nq2bOnPDw8FBMTY33u+t/js2fPKjY29o72RUsSAMAwjz32mM6dO6etW7dq7NixKioqUlJSkgoKCiRJ//jHPzRmzBiFh4fLbDbrZz/7merq6nT58mXra/j4+FiDiSSFhIQoOjra+oV5fVlNTU2rfQ8ZMuR7v3/66ac3rfNf//qXPvvsM5nNZuuVy6CgIH377beqrKxUUFCQZs6cqYyMDGVmZuqNN97Q+fPn2/r2AABsJCYmqrm5WTU1NerXr1+rR2hoqKRrF8CuXr1qbVmSpJMnT0qSevXqdcf7IiQBAAzl7e2t9PR0/fa3v9XHH3+smTNnKj8/X59//rnGjx+v+Ph4vffeeyovL7eOG7py5Yp1+y5durR6PZPJdNNlFovlrmusr69XcnKyKioqWj1OnjypJ598UtK1lqXS0lL9+Mc/1saNGxUTE6P9+/ff9T4BwBXV19db/8ZK0unTp1VRUaGzZ88qJiZG06ZN0/Tp0/X+++/r9OnTOnDggJYsWaK//e1vkqS0tDQlJSXpqaee0uHDh1VeXq5nnnlG6enprVqXfgghCQDgVOLi4tTQ0KDy8nJZLBb94Q9/0IMPPqiYmBidO3eu3fZzY4DZv3//LbvIJSUl6dSpUwoODv7e1cuAgADreomJicrLy9PHH3+sgQMHasOGDe1WLwC4grKyMiUmJioxMVGSlJubq8TERC1YsEDStQtS06dP1/PPP6/Y2FhlZWXp4MGDioqKknRtLOu2bdvUvXt3jRgxQo888ogGDBigwsJCu+pgTBIAwBB1dXV6/PHH9dRTTyk+Pl5ms1llZWV69dVXNXHiRPXr109NTU364x//qMzMTJWUlGj16tXttv+SkhK9+uqrysrK0s6dO7Vp0ybrlcgbTZs2TUuXLtXEiRP1u9/9ThERETpz5ozef/99vfDCC2pqatKf/vQnTZgwQWFhYTpx4oROnTql6dOnt1u9AOAKRo0apZaWlls+36VLFy1atEiLFi265TphYWF677332lQHIQkAYAg/Pz+lpqbq9ddfV2VlpZqamhQZGanZs2frxRdfVNeuXbVs2TK98sorysvL04gRI7RkyZJ2Cx7PP/+8ysrKtGjRIvn7+2vZsmXKyMi46bo+Pj4qLi7Wb37zGz366KO6dOmSwsPDNWbMGPn7++ubb77R8ePHtX79etXV1alnz57Kzs7WM8880y61AgAcy9Ryu6gGAEAnFB0drblz57aaPQ8AgOsYkwQAAAAANghJAAAAAGCD7nYAAAAAYIOWJAAAAACwQUgCAAAAABuEJAAAAACwQUgCAAAAABuEJAAAAACwQUgCAAAAABuEJAAAAACwQUgCAAAAABv/D/0EkBSZt47WAAAAAElFTkSuQmCC\n"},"metadata":{}}],"execution_count":21},{"cell_type":"code","source":" #moving avrage set on 5 sec windows\nwindow = 5 \nrsp_avg = pd.Series(rsp_rate_onsets.flatten()).rolling(window * resp_freq).mean().dropna().reset_index(drop=True)\nplt.figure(figsize = (10,5))\nplt.plot(rsp_avg[:]) \nplt.title('RESP AFTER MA')\nplt.xlabel('Samples')\nplt.ylabel('RATE')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:08.992318Z","iopub.execute_input":"2025-08-02T12:25:08.992573Z","iopub.status.idle":"2025-08-02T12:25:09.739598Z","shell.execute_reply.started":"2025-08-02T12:25:08.992548Z","shell.execute_reply":"2025-08-02T12:25:09.738574Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x500 with 1 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\n"},"metadata":{}}],"execution_count":22},{"cell_type":"code","source":"resp_final = np.array(rsp_avg)\nresp_final","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:09.740468Z","iopub.execute_input":"2025-08-02T12:25:09.740702Z","iopub.status.idle":"2025-08-02T12:25:09.755507Z","shell.execute_reply.started":"2025-08-02T12:25:09.740683Z","shell.execute_reply":"2025-08-02T12:25:09.753957Z"}},"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"array([20.13708761, 20.13745558, 20.13782355, ..., 25.33172497,\n       25.33172497, 25.33172497])"},"metadata":{}}],"execution_count":23},{"cell_type":"markdown","source":"TEMPRETURE SIGNAL","metadata":{}},{"cell_type":"code","source":"preview_start = 2900\npreview_end = 2910\n\nstart = preview_start * temp_freq \nend = preview_end * temp_freq","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:09.756958Z","iopub.execute_input":"2025-08-02T12:25:09.758132Z","iopub.status.idle":"2025-08-02T12:25:09.777623Z","shell.execute_reply.started":"2025-08-02T12:25:09.758093Z","shell.execute_reply":"2025-08-02T12:25:09.776493Z"}},"outputs":[],"execution_count":24},{"cell_type":"markdown","source":"TEMPRETURE OVERVIEW","metadata":{}},{"cell_type":"code","source":"plt.plot(temp_signal[:]) \nplt.title('Temp COMPLETE Signal Preview')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:09.778790Z","iopub.execute_input":"2025-08-02T12:25:09.779198Z","iopub.status.idle":"2025-08-02T12:25:09.935297Z","shell.execute_reply.started":"2025-08-02T12:25:09.779168Z","shell.execute_reply":"2025-08-02T12:25:09.934214Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":25},{"cell_type":"code","source":"plt.plot(temp_signal[start:end]) \nplt.title('Temp Signal Preview')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:09.936029Z","iopub.execute_input":"2025-08-02T12:25:09.936377Z","iopub.status.idle":"2025-08-02T12:25:10.113888Z","shell.execute_reply.started":"2025-08-02T12:25:09.936350Z","shell.execute_reply":"2025-08-02T12:25:10.112459Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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Ps8gyom6desGoP5DMBqNMo+GiIiIWqO8vByBgYHSdbwlDKKcSJzCMxqNDKKIiIhU5kalOCwsJyIiIrIDgygiIiIiOzCIIiIiIrIDgygiIiIiOzCIIiIiIrIDgygiIiIiOzCIIiIiIrIDgygiIiIiOzCIIiIiIrIDgygiIiIiO8gaRG3YsAFhYWHSsihmsxl79uyRnq+qqkJ8fDx69OgBLy8vxMXFobi4+IbHPXHiBGbMmAGTyQRPT0+MHDkSBQUFAIDz589Dp9M1+7Nt2zbpGAUFBbjrrrvQtWtX+Pr6Yvny5aitrXX8m0BERESqJGsQFRAQgOTkZOTk5ODIkSOIiopCTEwMjh8/DgBISEhAWloatm3bhqysLFy8eBGzZs267jHPnj2LsWPHIiQkBJmZmcjLy8OKFSvg4eEBAAgMDERhYaHNz8qVK+Hl5YWpU6cCAOrq6nDXXXehuroahw4dwpYtW7B582Y8/fTTzn1DiIiISDV0giAIcg+iMR8fH7z88su4++670atXL6SmpuLuu+8GAJw8eRJDhgxBdnY2Ro8e3ezv33vvvXB3d8c777zT6tccMWIEbr31VmzcuBEAsGfPHvz2t7/FxYsX4efnBwBISUnB448/jh9//BF6vb5Vxy0vL4fJZEJZWRkXIP7FT1csqKqpk3sYAICeXgZ4uLvKPQwiIlKY1l6/3TpwTNdVV1eHbdu2obKyEmazGTk5OaipqcHEiROlfUJCQhAUFNRiEGW1WrF792489thjiI6OxtGjR9G/f38kJiZi5syZzb5uTk4OcnNzsW7dOmlbdnY2hg4dKgVQABAdHY1Fixbh+PHjGDFiRLPHslgssFgs0uPy8vK2vg2alvpFAf6y85jcw5D4eOqRtfxOdPNwl3soRESkQrIXlh87dgxeXl4wGAx4+OGHsXPnToSGhqKoqAh6vR7e3t42+/v5+aGoqKjZY5WUlODKlStITk7GlClTsG/fPsTGxmLWrFnIyspq9nc2btyIIUOGYMyYMdK2oqIimwBKfF3xuZYkJSXBZDJJP4GBga15CzqNrwt+BgC4uuhgcHOR9QcALldW47tLV+V8S4iISMVkz0QFBwcjNzcXZWVl2L59O+bOndtiwHMjVqsVABATE4OEhAQAwPDhw3Ho0CGkpKRg3LhxNvtfu3YNqampWLFiRftO4heJiYlYtmyZ9Li8vJyBVCPiNN6T04Zg3tj+so5l3MsH8N2lq7DUKmNqkYiI1Ef2IEqv12PQoEEAgPDwcHz11VdYu3YtZs+ejerqapSWltpko4qLi+Hv79/ssXr27Ak3NzeEhobabB8yZAg+++yzJvtv374dV69exZw5c2y2+/v748svv7TZJt4V2NJrA4DBYIDBYGj5ZDu5qpr6IFcJdUgebvVjEMdERETUVrJP5/2a1WqFxWJBeHg43N3dsX//fum5/Px8FBQUwGw2N/u7er0eI0eORH5+vs32U6dOoW/fvk3237hxI2bMmIFevXrZbDebzTh27BhKSkqkbRkZGTAajU0CNGo9MesjTqfJyeBePwalFLkTEZH6yJqJSkxMxNSpUxEUFISKigqkpqYiMzMT6enpMJlMmD9/PpYtWwYfHx8YjUYsWbIEZrPZpqg8JCQESUlJiI2NBQAsX74cs2fPRmRkJMaPH4+9e/ciLS0NmZmZNq995swZfPrpp/joo4+ajGvy5MkIDQ3FAw88gNWrV6OoqAhPPfUU4uPjmWlqBzFgYSaKiIi0QNYgqqSkBHPmzEFhYSFMJhPCwsKQnp6OSZMmAQDWrFkDFxcXxMXFwWKxIDo6GuvXr7c5Rn5+PsrKyqTHsbGxSElJQVJSEpYuXYrg4GDs2LEDY8eOtfm9t99+GwEBAZg8eXKTcbm6uuLDDz/EokWLYDab4enpiblz52LVqlVOeBc6D0utOJ2nnEwUa6KIiMheiusTpSXsE2Vr8posnCq+gnf/XwRuH9RT1rEs+McRZHxTjBdjh+K+iCBZx0JERMrS2uu3/CkB6jQaCsvl/9qJU4qsiSIiInvJfzWjTkMMWAxu8tdEicXtVZzOIyIiOzGIog7TUFgu/9fOQ7o7j4XlRERkH/mvZtRpiIXlSshEiXfnsbCciIjsxSCKOoQgCI3uzlNAEPXLGCzMRBERkZ0YRFGHEAMoQGnTecxEERGRfeS/mlGn0DhYUVImikEUERHZi0EUdQixgNtFB7i56GQeTaO78zidR0REdmIQRR1CLOD2cHeFTqeAIMqdheVERNQ+DKKoQzQ02pR/Kg9oPJ3HTBQREdmHQRR1CKlHlJsyvnIebLZJRETtpIwrGmleQ6NNZqKIiEgbGERRh6j6pcWBXiGZKLGw3MK784iIyE7KuKKR5lkUmolq3L+KiIioLRhEUYeokrqVK+Mrxz5RRETUXsq4opHmKa8mih3LiYiofRhEUYeQpvMUsPgw0CgTxek8IiKyE4Mo6hDiXXAGhUzniYXldVYBNXUMpIiIqO2UcUUjzZM6lissEwVwSo+IiOzDIIo6REPHcmV85QyNWi3wDj0iIrKHMq5opHlKKyzX6XSNFiFmJoqIiNqOQRR1CHF5FYNCgiiAXcuJiKh9GERRh5AKyxXSsRwAM1FERNQuyrmikaZZpGabystEWbgIMRER2YFBFHWIhpoo5XzlxLFYOJ1HRER2UM4VjTStSmHNNoHGDTeZiSIiorZjEEUdwlKjwOk8NxaWExGR/RhEUYcQsz1Kms4zcP08IiJqB+Vc0UjTxEDFoKDpPAMzUURE1A4MoqhDNNydp5yvnFRYzpooIiKyg3KuaKRpSutYDrDZJhERtY+sQdSGDRsQFhYGo9EIo9EIs9mMPXv2SM9XVVUhPj4ePXr0gJeXF+Li4lBcXHzD4544cQIzZsyAyWSCp6cnRo4ciYKCApt9srOzERUVBU9PTxiNRkRGRuLatWvS8/369YNOp7P5SU5OdtzJdzJKWzsPaBgLa6KIiMgesl7RAgICkJycjJycHBw5cgRRUVGIiYnB8ePHAQAJCQlIS0vDtm3bkJWVhYsXL2LWrFnXPebZs2cxduxYhISEIDMzE3l5eVixYgU8PDykfbKzszFlyhRMnjwZX375Jb766issXrwYLi62b8eqVatQWFgo/SxZssTxb0InocSaKOnuPE7nERGRHdzkfPHp06fbPH7hhRewYcMGHD58GAEBAdi4cSNSU1MRFRUFANi0aROGDBmCw4cPY/To0c0e88knn8S0adOwevVqadvAgQNt9klISMDSpUvxxBNPSNuCg4ObHKtbt27w9/e3+/yoniAIUk2UQUGZKAObbRIRUTso5opWV1eHrVu3orKyEmazGTk5OaipqcHEiROlfUJCQhAUFITs7Oxmj2G1WrF7924MHjwY0dHR8PX1RUREBHbt2iXtU1JSgi+++AK+vr4YM2YM/Pz8MG7cOHz22WdNjpecnIwePXpgxIgRePnll1FbW3vdc7BYLCgvL7f5oYaickBhNVFuXPaFiIjsJ3sQdezYMXh5ecFgMODhhx/Gzp07ERoaiqKiIuj1enh7e9vs7+fnh6KiomaPVVJSgitXriA5ORlTpkzBvn37EBsbi1mzZiErKwsA8O233wIAnn32WSxYsAB79+7FrbfeigkTJuD06dPSsZYuXYqtW7fiwIEDWLhwIV588UU89thj1z2XpKQkmEwm6ScwMLAd74x2NM70KLJjOTNRRERkB1mn84D6abTc3FyUlZVh+/btmDt3rhTwtJXVWn8xjImJQUJCAgBg+PDhOHToEFJSUjBu3Dhpn4ULF+IPf/gDAGDEiBHYv38/3n77bSQlJQEAli1bJh03LCwMer0eCxcuRFJSEgwGQ7Ovn5iYaPN75eXlDKTQUHPkogPcXXUyj6YBC8uJiKg9ZA+i9Ho9Bg0aBAAIDw/HV199hbVr12L27Nmorq5GaWmpTTaquLi4xTqlnj17ws3NDaGhoTbbhwwZIk3X9e7dGwCa3efXd/A1FhERgdraWpw/f77Z+ikAMBgMLQZYnVnj9gY6nXKCKIOUiWIQRUREbSf7dN6vWa1WWCwWhIeHw93dHfv375eey8/PR0FBAcxmc7O/q9frMXLkSOTn59tsP3XqFPr27QugvnVBnz59rrtPc3Jzc+Hi4gJfX197T63TEqfLDG7K+rqJ4+F0HhER2UPWTFRiYiKmTp2KoKAgVFRUIDU1FZmZmUhPT4fJZML8+fOxbNky+Pj4wGg0YsmSJTCbzTZ35oWEhCApKQmxsbEAgOXLl2P27NmIjIzE+PHjsXfvXqSlpSEzMxMAoNPpsHz5cjzzzDMYNmwYhg8fji1btuDkyZPYvn07gPoWCF988QXGjx+Pbt26ITs7GwkJCfif//kfdO/evcPfJ7Wz1Cqv0SbQqCaKheVERGQHWYOokpISzJkzB4WFhTCZTAgLC0N6ejomTZoEAFizZg1cXFwQFxcHi8WC6OhorF+/3uYY+fn5KCsrkx7HxsYiJSUFSUlJWLp0KYKDg7Fjxw6MHTtW2ueRRx5BVVUVEhIScPnyZQwbNgwZGRlSKwSDwYCtW7fi2WefhcViQf/+/ZGQkGBT70St19BoU5lBFFscEBGRPXSCIAhyD0KrysvLYTKZUFZWBqPRKPdwZPPpqR8x5+0vEeLfDXsfiZR7OJIvvr2E2f97GAN6eeKTP98p93CIiEghWnv9VlaRCmmSEtfNA5iJIiKi9mEQRU5XVavQwnK2OCAionZQ1lWNNMmi1EyUG1scEBGR/RhEkdOJmSgPBa2bBzSazqvldB4REbWdsq5qpEmKzUT9EtTVWgXU1jGQIiKitmEQRU4nFZYraN08wDaoq2I2ioiI2ohBFDldQ58oZX3dGhe6sy6KiIjaSllXNdIksWO5QWHTeTqdDno33qFHRET2YRBFTidlohTW4gBoGBOLy4mIqK2Ud1UjzRGzPErLRAGN1s9jJoqIiNqIQRQ5XUOLAyUHUcxEERFR2zCIIqdrWPZFeV83cUwWZqKIiKiNlHdVI82xSMu+KC8TJY6pqpZBFBERtQ2DKHI6dWSiOJ1HRERto7yrGmmORaHNNoFGNVHMRBERURsxiCKna2i2qbwgSprOYyaKiIjaiEEUOZ2Y5VHydB5bHBARUVsp76pGmiP1iVLgdB4zUUREZC8GUeR0llplrp0HMBNFRET2U95VjTSn4e485WWixDFx2RciImorBlHkVIIgSFNlBmaiiIhIQ5R3VSNNaZzhUWQmyk3MRDGIIiKitmEQRU7VuImlwU15XzeDlInidB4REbWN8q5qpClihkenA/Suyvu6NSxAzEwUERG1jfKuaqQpUqNNN1fodDqZR9NUw3QeM1FERNQ2DKLIqZTcaBNoPJ3HTBQREbWNMq9spBlKbm8AcDqPiIjsxyCKnEpqb6DAonKgYVwsLCciorZS5pWNNMNSq5JMFFscEBFRGzGIIqdqaLSp7CDKwkwUERG1EYMociqpJkqh03liwTubbRIRUVvJemXbsGEDwsLCYDQaYTQaYTabsWfPHun5qqoqxMfHo0ePHvDy8kJcXByKi4tveNwTJ05gxowZMJlM8PT0xMiRI1FQUGCzT3Z2NqKiouDp6Qmj0YjIyEhcu3ZNev7y5cu4//77YTQa4e3tjfnz5+PKlSuOO/lOQvGF5W5iYTkzUURE1DayBlEBAQFITk5GTk4Ojhw5gqioKMTExOD48eMAgISEBKSlpWHbtm3IysrCxYsXMWvWrOse8+zZsxg7dixCQkKQmZmJvLw8rFixAh4eHtI+2dnZmDJlCiZPnowvv/wSX331FRYvXgwXl4a34/7778fx48eRkZGBDz/8EJ9++ikeeugh57wRGlb1S/8lpbY44N15RERkL50gCILcg2jMx8cHL7/8Mu6++2706tULqampuPvuuwEAJ0+exJAhQ5CdnY3Ro0c3+/v33nsv3N3d8c4777T4GqNHj8akSZPw3HPPNfv8iRMnEBoaiq+++gq33XYbAGDv3r2YNm0aLly4gD59+rTqXMrLy2EymVBWVgaj0diq39Gatw5+i+d3n8CMYX3w+u9HyD2cJn6urMaI5zIAAGdemAo3BXZVJyKijtXa67dirhh1dXXYunUrKisrYTabkZOTg5qaGkycOFHaJyQkBEFBQcjOzm72GFarFbt378bgwYMRHR0NX19fREREYNeuXdI+JSUl+OKLL+Dr64sxY8bAz88P48aNw2effSbtk52dDW9vbymAAoCJEyfCxcUFX3zxRYvnYLFYUF5ebvPT2VlUkokC2LWciIjaRvYr27Fjx+Dl5QWDwYCHH34YO3fuRGhoKIqKiqDX6+Ht7W2zv5+fH4qKipo9VklJCa5cuYLk5GRMmTIF+/btQ2xsLGbNmoWsrCwAwLfffgsAePbZZ7FgwQLs3bsXt956KyZMmIDTp08DAIqKiuDr62tzbDc3N/j4+LT42gCQlJQEk8kk/QQGBtr7tmiG0muiGvev4pQeERG1hexBVHBwMHJzc/HFF19g0aJFmDt3Lr755hu7jmW11mcSYmJikJCQgOHDh+OJJ57Ab3/7W6SkpNjss3DhQvzhD3/AiBEjsGbNGgQHB+Ptt99u17kkJiairKxM+vn+++/bdTwtUHoQ5eKig15suMlMFBERtYGb3APQ6/UYNGgQACA8PBxfffUV1q5di9mzZ6O6uhqlpaU22aji4mL4+/s3e6yePXvCzc0NoaGhNtuHDBkiTdf17t0bAJrdR7yDz9/fHyUlJTbP19bW4vLlyy2+NgAYDAYYDIZWnHXn0bAAsezxeos83FxQXWtlJoqIiNpEcVc2q9UKi8WC8PBwuLu7Y//+/dJz+fn5KCgogNlsbvZ39Xo9Ro4cifz8fJvtp06dQt++fQEA/fr1Q58+fa67j9lsRmlpKXJycqTnP/nkE1itVkRERDjkPDsLsf+SUpttAg1jYxBFRERtIWsmKjExEVOnTkVQUBAqKiqQmpqKzMxMpKenw2QyYf78+Vi2bBl8fHxgNBqxZMkSmM1mmzvzQkJCkJSUhNjYWADA8uXLMXv2bERGRmL8+PHYu3cv0tLSkJmZCQDQ6XRYvnw5nnnmGQwbNgzDhw/Hli1bcPLkSWzfvh1AfVZqypQpWLBgAVJSUlBTU4PFixfj3nvvbfWdeVRP6WvnAQ1F7+wVRUREbSFrEFVSUoI5c+agsLAQJpMJYWFhSE9Px6RJkwAAa9asgYuLC+Li4mCxWBAdHY3169fbHCM/Px9lZWXS49jYWKSkpCApKQlLly5FcHAwduzYgbFjx0r7PPLII6iqqkJCQgIuX76MYcOGISMjAwMHDpT2effdd7F48WJMmDBBGsPrr7/u5HdEe5ReEwU0NNxk13IiImoLxfWJ0hL2iQLmvP0lPj31I/76u2G4OzxA7uE0a/obn+HYD2XY9OBIjA/xvfEvEBGRpqmuTxRpU0MmSrlftYbpPGaiiIio9ZR7ZSNNEBtYGtyUO50njq2K03lERNQGDKLIqSyqykSxsJyIiFpPuVc20gQ1FJaLLQ4snM4jIqI2YBBFTtXQbFO5QZSHNJ3HTBQREbUegyhyKrHOSB3TecxEERFR6yn3ykaaIAYmqigsZ00UERG1AYMochpBEKS785iJIiIirVHulY1Ur7rOCrGVq5LXzhOL3i2siSIiojZgEEVO03h6TA2ZKN6dR0REbaHcKxupnhiU6HSA3lW5XzUxE8Vmm0RE1BbKvbKR6jVub6DT6WQeTcs8WFhORER2YBBFTmP5JbNjUPBUHtAwPhaWExFRWyj76kaqpoZGm0BDiwMWlhMRUVswiCKnUUOjTYAtDoiIyD7KvrqRqqlh3TygUWE5gygiImoDBlHkNOJ0npJ7RAGNgyhO5xERUesxiCKnkQrL3ZT9NRPHZ2GLAyIiagNlX91I1aTCcmaiiIhIgxhEkdNINVEKz0RJHcuZiSIiojZQ9tWNVE01heW/tDioqRNQZxVkHg0REakFgyhyGrHvkvJbHDQEebxDj4iIWkvZVzdSNXHtPIPim202/DVgEEVERK3FIIqcpkolmSgXF520QHIVu5YTEVErKfvqRqqmlpoooGH9PAszUURE1EoMoshp1BREsc0BERG1FYMochqpY7nCWxwAjdbPY5sDIiJqJeVf3Ui1pI7lKshEicXvLCwnIqLWYhBFTiN1LFdRJsrC6TwiImol5V/dSLVUVRP1SyaKXcuJiKi1GESR0zS0OFBBEMXCciIiaiNZg6gNGzYgLCwMRqMRRqMRZrMZe/bskZ6vqqpCfHw8evToAS8vL8TFxaG4uPiGxz1x4gRmzJgBk8kET09PjBw5EgUFBdLzd955J3Q6nc3Pww8/bHOMXz+v0+mwdetWx518J2CRMlHKj9WlwnLWRBERUSu5yfniAQEBSE5Oxs033wxBELBlyxbExMTg6NGj+M1vfoOEhATs3r0b27Ztg8lkwuLFizFr1ix8/vnnLR7z7NmzGDt2LObPn4+VK1fCaDTi+PHj8PDwsNlvwYIFWLVqlfS4a9euTY61adMmTJkyRXrs7e3d/pPuRCwqykQZ3FlYTkREbSNrEDV9+nSbxy+88AI2bNiAw4cPIyAgABs3bkRqaiqioqIA1Ac1Q4YMweHDhzF69Ohmj/nkk09i2rRpWL16tbRt4MCBTfbr2rUr/P39rzs+b2/vG+5DLauSln1RfiZKHCM7lhMRUWsp5upWV1eHrVu3orKyEmazGTk5OaipqcHEiROlfUJCQhAUFITs7Oxmj2G1WrF7924MHjwY0dHR8PX1RUREBHbt2tVk33fffRc9e/bELbfcgsTERFy9erXJPvHx8ejZsydGjRqFt99+G4IgXPccLBYLysvLbX46M1UVlv8yRt6dR0RErSVrJgoAjh07BrPZjKqqKnh5eWHnzp0IDQ1Fbm4u9Hp9kyk0Pz8/FBUVNXuskpISXLlyBcnJyXj++efx0ksvYe/evZg1axYOHDiAcePGAQDuu+8+9O3bF3369EFeXh4ef/xx5Ofn4/3335eOtWrVKkRFRaFr167Yt28f/vjHP+LKlStYunRpi+eSlJSElStXtv9N0YiGFgcqCKLEPlG8O4+IiFpJ9iAqODgYubm5KCsrw/bt2zF37lxkZWXZdSyrtf6iHRMTg4SEBADA8OHDcejQIaSkpEhB1EMPPST9ztChQ9G7d29MmDABZ8+elab+VqxYIe0zYsQIVFZW4uWXX75uEJWYmIhly5ZJj8vLyxEYGGjXuaidIAhSQMLCciIi0iLZr256vR6DBg1CeHg4kpKSMGzYMKxduxb+/v6orq5GaWmpzf7FxcUt1in17NkTbm5uCA0Ntdk+ZMgQm7vzfi0iIgIAcObMmevuc+HCBVgslhb3MRgM0p2G4k9nVVMnQJz9VEPHcrY4ICKitpI9iPo1q9UKi8WC8PBwuLu7Y//+/dJz+fn5KCgogNlsbvZ39Xo9Ro4cifz8fJvtp06dQt++fVt8zdzcXABA7969r7tP9+7dYTAY2nA2nVfjaTE1FZZbmIkiIqJWknU6LzExEVOnTkVQUBAqKiqQmpqKzMxMpKenw2QyYf78+Vi2bBl8fHxgNBqxZMkSmM1mmzvzQkJCkJSUhNjYWADA8uXLMXv2bERGRmL8+PHYu3cv0tLSkJmZCaC+BUJqaiqmTZuGHj16IC8vDwkJCYiMjERYWBgAIC0tDcXFxRg9ejQ8PDyQkZGBF198EY8++miHv0dqJU6L6XTqCKKkwnLenUdERK0kaxBVUlKCOXPmoLCwECaTCWFhYUhPT8ekSZMAAGvWrIGLiwvi4uJgsVgQHR2N9evX2xwjPz8fZWVl0uPY2FikpKQgKSkJS5cuRXBwMHbs2IGxY8cCqM9Wffzxx3jttddQWVmJwMBAxMXF4amnnpKO4e7ujnXr1iEhIQGCIGDQoEF49dVXsWDBgg54V7RBvMvN4OYCnU4n82hujDVRRETUVjrhRvftk93Ky8thMplQVlbW6eqjThdXYNKaT+Hd1R25T0+Wezg39H+5P+BPW3Nx+6AeePf/Nd+DjIiIOofWXr+VP89CqqSm9gYAYHBjYTkREbUNgyhyCssvheUGFbQ3ABrGyek8IiJqLbuucKWlpXjrrbeQmJiIy5cvAwC+/vpr/PDDDw4dHKmX2jJRUrNNBlFERNRKbS4sz8vLw8SJE2EymXD+/HksWLAAPj4+eP/991FQUIB//OMfzhgnqUzDki/qyESJ4+TdeURE1FptvsItW7YMDz74IE6fPg0PDw9p+7Rp0/Dpp586dHCkXlXSdJ5KMlFstklERG3U5iDqq6++wsKFC5tsv+mmm1pc0446H2k6T2VBFJttEhFRa7U5iDIYDCgvL2+y/dSpU+jVq5dDBkXqJxWWq6DRJtAwTi5ATERErdXmK9yMGTOwatUq1NTUAAB0Oh0KCgrw+OOPIy4uzuEDJHVSayaqpk5AnZWt04iI6MbaHES98soruHLlCnx9fXHt2jWMGzcOgwYNQrdu3fDCCy84Y4ykQlJhuUoyUY0L4C3MRhERUSu0+e48k8mEjIwMfPbZZ8jLy8OVK1dw6623YuLEic4YH6mURbo7TyWZqEatGKpqrOiql3EwRESkCnavnTd27FhpPTqiX6uqFafz1JGJcnHRQe/qguo6K3tFERFRq7QqiHr99ddbfcClS5faPRjSDrVlooD6ruUMooiIqLVaFUStWbPG5vGPP/6Iq1evwtvbG0B9B/OuXbvC19eXQRQBaCgsV8vdeUD9+nkVqGWvKCIiapVWXeHOnTsn/bzwwgsYPnw4Tpw4gcuXL+Py5cs4ceIEbr31Vjz33HPOHi+phNgqQE2ZqIau5cxEERHRjbU5TbBixQq88cYbCA4OlrYFBwdjzZo1eOqppxw6OFIvcUpMLR3LAXYtJyKitmlzEFVYWIja2tom2+vq6lBcXOyQQZH6NSxArJ7pPDETxYabRETUGm2+wk2YMAELFy7E119/LW3LycnBokWL2OaAJBY1Tue5cekXIiJqvTYHUW+//Tb8/f1x2223wWAwwGAwYNSoUfDz88Nbb73ljDGSCqmysFzMRHE6j4iIWqHNfaJ69eqFjz76CKdOncLJkycBACEhIRg8eLDDB0fqVaXCFgdSJorTeURE1Ap2N9scPHgwAydqkaVWXWvnASwsJyKitmlzEDVv3rzrPv/222/bPRjSjoZMlBqn85iJIiKiG2tzEPXzzz/bPK6pqcF///tflJaWIioqymEDI3VjJoqIiLSuzUHUzp07m2yzWq1YtGgRBg4c6JBBkfpJfaLUVFjuxhYHRETUeg65wrm4uGDZsmVNloehzkkQBHUWlkuZKAZRRER0Yw5LE5w9e7bZJpzU+dTUCbAK9X8W73hTg4a78zidR0REN9bm6bxly5bZPBYEAYWFhdi9ezfmzp3rsIGRejWeDjOoqLDcg4XlRETUBm0Ooo4ePWrz2MXFBb169cIrr7xywzv3qHOwNCrMVlNNlDidZ2FhORERtUKbg6gDBw44YxykIY2LynU6ncyjaT2psJyZKCIiaoU2pwmioqJQWlraZHt5eTlbHBAAda6bBzQqLOfdeURE1AptDqIyMzNRXV3dZHtVVRUOHjzokEGRuol9ltTUaBNoGC+n84iIqDVaPZ2Xl5cn/fmbb75BUVGR9Liurg579+7FTTfd5NjRkSqpsb0BABiYiSIiojZodapg+PDhGDFiBHQ6HaKiojB8+HDpJzw8HM8//zyefvrpNr34hg0bEBYWBqPRCKPRCLPZjD179kjPV1VVIT4+Hj169ICXlxfi4uJQXFx8w+OeOHECM2bMgMlkgqenJ0aOHImCggLp+TvvvBM6nc7m5+GHH7Y5RkFBAe666y507doVvr6+WL58OVs4tJKUiVJRewOgYbzsWE5ERK3R6kzUuXPnIAgCBgwYgC+//BK9evWSntPr9fD19YWra9sumgEBAUhOTsbNN98MQRCwZcsWxMTE4OjRo/jNb36DhIQE7N69G9u2bYPJZMLixYsxa9YsfP755y0e8+zZsxg7dizmz5+PlStXwmg04vjx4/Dw8LDZb8GCBVi1apX0uGvXrtKf6+rqcNddd8Hf3x+HDh1CYWEh5syZA3d3d7z44ottOsfOqKEmSp3TeSwsJyKi1mh1ENW3b18A9Uu8OMr06dNtHr/wwgvYsGEDDh8+jICAAGzcuBGpqalSwfqmTZswZMgQHD58GKNHj272mE8++SSmTZuG1atXS9uaW46ma9eu8Pf3b/YY+/btwzfffIOPP/4Yfn5+GD58OJ577jk8/vjjePbZZ6HX6+095U5BzOQYVJaJMjATpRiCIOBiWRUEQZB7KACAPqYucHFRz52mnYmltg4/VljkHgbJyM/oAXdXef7T3qog6oMPPsDUqVPh7u6ODz744Lr7zpgxw66B1NXVYdu2baisrITZbEZOTg5qamowceJEaZ+QkBAEBQUhOzu72SDKarVi9+7deOyxxxAdHY2jR4+if//+SExMxMyZM232fffdd/HPf/4T/v7+mD59OlasWCFlo7KzszF06FD4+flJ+0dHR2PRokU4fvw4RowY0ew5WCwWWCwNf5nLy8vtei/UTmpxoNJMlIU1UbJb8q+j+DCvUO5hSMYN7oUt80bJPQz6laqaOoz/ayYKy6rkHgrJ6JM/j8OAXl6yvHargqiZM2eiqKgIvr6+TYKRxnQ6Herq2nYBOnbsGMxmM6qqquDl5YWdO3ciNDQUubm50Ov18Pb2ttnfz8/Ppqi9sZKSEly5cgXJycl4/vnn8dJLL2Hv3r2YNWsWDhw4gHHjxgEA7rvvPvTt2xd9+vRBXl4eHn/8ceTn5+P9998HABQVFdkEUOLris+1JCkpCStXrmzT+WtRlcpbHPDuPPl9ee4yAEDv6gI5W40JAKprrfjq/GX5BkEtuvDzVSmAUlNjX3IsOfsRtiqIajyF58jpPAAIDg5Gbm4uysrKsH37dsydOxdZWVl2HUscW0xMDBISEgDUF8QfOnQIKSkpUhD10EMPSb8zdOhQ9O7dGxMmTMDZs2ebnfprrcTERJtlccrLyxEYGGj38dSqocWBOoOo6jor6qwCXDl9I5vSazUAgE8eHYeA7l1vsLfzlF2twbBV+3C1ug7VtVboeaFWlNKr9d+Tvj26Imv5eJlHQ52R7P8i6PV6DBo0COHh4UhKSsKwYcOwdu1a+Pv7o7q6ukljz+Li4hZrmXr27Ak3NzeEhobabB8yZIjN3Xm/FhERAQA4c+YMAMDf37/JXYDi45ZeGwAMBoN0p6H40xlJheUqu+A0LoTnlJ58qmrqAxYAMHVxl3Us3TzcpExY2S+BHSmH+JnI/T2hzqtVmajXX3+91QdcunSp3YMB6rNJFosF4eHhcHd3x/79+xEXFwcAyM/PR0FBAcxmc7O/q9frMXLkSOTn59tsP3XqlFQY35zc3FwAQO/evQEAZrMZL7zwAkpKSuDr6wsAyMjIgNFobBKgUVNSYbnKaqIaF8JX1VjRlfcPyELMLri66OBlaPPKVA7l4qKD0cMdZddqUHatGr26GWQdD9kSvysMokgurfoXas2aNa06mE6na1MQlZiYiKlTpyIoKAgVFRVITU1FZmYm0tPTYTKZMH/+fCxbtgw+Pj4wGo1YsmQJzGazTVF5SEgIkpKSEBsbCwBYvnw5Zs+ejcjISIwfPx579+5FWloaMjMzAdS3QEhNTcW0adPQo0cP5OXlISEhAZGRkQgLCwMATJ48GaGhoXjggQewevVqFBUV4amnnkJ8fDwMBv4jeiMWsdmmyu7Oc3XRwd1Vh5o6gZkoGZVeq18RwbuLuyLWXvTuWh9EiRdsUg5x2teb/+MhmbQqiDp37pxTXrykpARz5sxBYWEhTCYTwsLCkJ6ejkmTJgGoD95cXFwQFxcHi8WC6OhorF+/3uYY+fn5KCsrkx7HxsYiJSUFSUlJWLp0KYKDg7Fjxw6MHTsWQH226uOPP8Zrr72GyspKBAYGIi4uDk899ZR0DFdXV3z44YdYtGgRzGYzPD09MXfuXJu+UtQytXYsB+oDv5q6WrY5kFGZwrIL4jg4nac8DdN58mYsqfNq1zdP7OFi7/8WN27ceN3nPTw8sG7dOqxbt+6GY2hs3rx5mDdvXrP7BwYGtqpwvW/fvvjoo49uuB81pda184D6pV8qLLVsuCkjMbtg6qqsIIqZKOUpuypmLZmJInnYdZXbuHEjbrnlFnh4eMDDwwO33HIL3nrrLUePjVTKotIWBwC7liuB0oqFmYlSLqV9V6jzaXMm6umnn8arr74q1ScB9c0pExISUFBQwCkvatSxXIWZKDcxiOJ0nlzE6TxvhVwYvX/JiJUyiFIcpWUtqfNpcxC1YcMG/P3vf8fvf/97aduMGTMQFhaGJUuWMIgiqdmmQZWZqF+WfmFhuWykwnKFFAuLU0Xi1BEpR6nCAm7qfNqcKqipqcFtt93WZHt4eDhqa2sdMihSN1UXlrNruezEKRqjQi6MnM5TrnJO55HM2hxEPfDAA9iwYUOT7f/7v/+L+++/3yGDInWTCstVOJ3H9fPkp7TsgonTeYrFFgckN7vuztu4cSP27dsn9Wv64osvUFBQgDlz5tgse/Lqq686ZpSkKpZadS77AjT0tmJhuXzKpAujMoIob96dp0iCILCwnGTX5iDqv//9L2699VYA9Y0rgfrlVnr27In//ve/0n5KaJJH8hCbbaqysNydheVyU9qFURxHOTNRinLFUos6a32LG6UE3NT5tDmIOnDggDPGQRqi6pooZqJkJ03nKeTCKE4VcTpPWcTvicHNRZX/1pA2qC9VQIpXpeLpPPGOQnFKkjqeUjNRZddqmm3uS/JQ2veEOqc2Z6Kqqqrwxhtv4MCBAygpKYHVanux+frrrx02OFKnhkyU+mJ0NtuUV51VQHmVeHFURrGwmBGrswq4YqlFNw9etJVAabVz1Dm1OYiaP38+9u3bh7vvvhujRo1i7RM1oerCcrFPFGuiZFFRVQMx2aOUDIOHuysMbi6w1FpRerWGQZRCNNzFqYxgmzqnNgdRH374IT766CPcfvvtzhgPqVxNnVUq9hTri9REqoliiwNZiNmFrnpX6BV0Y4KpiztKKiwou1aDQLkHQwCU10+MOqc2/yt10003oVu3bs4YC2lA42kwgwqn8wyczpOV0npEicQpIzbcVI6GzvbK+q5Q59Lmq9wrr7yCxx9/HN99950zxkMq13gaTI0tDsQGoSwsl0fDWmjKmqIRp4zYK0o5WFhOStDm6bzbbrsNVVVVGDBgALp27Qp3d9sv8OXLlx02OFKfqkY9otRYL9ew7AszUXJouDDa1QfYaYxc+kVxlLZQNXVObf6X6ve//z1++OEHvPjii/Dz81PlhZKcR81F5QALy+UmLvKrtGJhb2npFy5CrBRK6ydGnVObg6hDhw4hOzsbw4YNc8Z4SOXU3N4AYIsDuSl1ioaLECsPC8tJCdp8pQsJCcG1a9ecMRbSAHHhXoMK78wDGsbNu/PkodTsgjhlVMaaKMXg4sOkBG0OopKTk/HnP/8ZmZmZuHTpEsrLy21+qHMTp8HUmokS786zcDpPFg2F5QoLorpyEWKlKVdo1pI6lzZP502ZMgUAMGHCBJvtgiBAp9Ohro7/g+/M1LxuHtCoJoqZKFkodTqPheXKUyrVzynru0Kdi0MXID527Fi7BkPqJ2WiVDqd17AAMTNRcihTaBdqLkKsLDV1VlRW1/9HR2lTv9S5tDmIGjdunM3jiooK/Otf/8Jbb72FnJwcLF682GGDI/WRaqJUOp3HwnJ5KTUTJY6nnEGUIjTOCHIZHpKT3Ve6Tz/9FHPnzkXv3r3x17/+FVFRUTh8+LAjx0YqJGZwVFtYLvWJYiZKDkrtQi1OGYlTSCQvsTbN6OEGVxe22SH5tCkTVVRUhM2bN2Pjxo0oLy/HPffcA4vFgl27diE0NNRZYyQVUX2Lg186llf/sgYg/4HuWOLFUWmZKDGoq6yuQ02dFe6u6vx+a0WZFGwra9qXOp9W/0swffp0BAcHIy8vD6+99houXryIN954w5ljIxUSC7LVXlgOANVc+qVDVdXUSc1alXZ3XuMpIxaXy0+p077U+bQ6E7Vnzx4sXboUixYtws033+zMMZGKqb3FQeMgqqqmDl306gwG1Ui8MLq66NDNoKxlX1xddDB6uKG8qhalV2vQ08sg95A6NaX2E6POp9VXus8++wwVFRUIDw9HREQE/va3v+Gnn35y5thIhcTCcrXenefqooO7a/0UHtscdKzGU3lKXE5KnDoq49IvsmO3clKKVgdRo0ePxt///ncUFhZi4cKF2Lp1K/r06QOr1YqMjAxUVFQ4c5ykEmJBtlrvzgMadS1ncXmHUvoUDZd+UY5SLj5MCtHmK52npyfmzZuHzz77DMeOHcOf//xnJCcnw9fXFzNmzHDGGElFpMJylWaiALY5kIt455tSgyh2LVeOsmucziNlaFe6IDg4GKtXr8aFCxfwr3/9y1FjIhVTe8dyoCETZWFheYdSeiaKXcuVQ+nfFeo8HDLn4urqipkzZ+KDDz5wxOFIxdReWA4wEyUXpWcXGnpFMYiSW8OSL2xxQPKS9Uq3YcMGhIWFwWg0wmg0wmw2Y8+ePdLzVVVViI+PR48ePeDl5YW4uDgUFxff8LgnTpzAjBkzYDKZ4OnpiZEjR6KgoKDJfoIgYOrUqdDpdNi1a5fNczqdrsnP1q1b233OWtfQsVy9mShp/TwGUR1K6XUuYnDHTJT8WFhOSiFrEBUQEIDk5GTk5OTgyJEjiIqKQkxMDI4fPw4ASEhIQFpaGrZt24asrCxcvHgRs2bNuu4xz549i7FjxyIkJASZmZnIy8vDihUr4OHh0WTf11577bp3AW3atAmFhYXSz8yZM9t1vp1BQ8dy9WaixLGzsLxjKX2KhoXlylGq8KwldR6yNmOZPn26zeMXXngBGzZswOHDhxEQEICNGzciNTUVUVFRAOqDmiFDhuDw4cMYPXp0s8d88sknMW3aNKxevVraNnDgwCb75ebm4pVXXsGRI0fQu3fvZo/l7e0Nf39/e0+vU1J7s02gYewWtjjoUOKF0aTQLtTi1BGXfpFfGftEkUIoJl1QV1eHrVu3orKyEmazGTk5OaipqcHEiROlfUJCQhAUFITs7Oxmj2G1WrF7924MHjwY0dHR8PX1RURERJOpuqtXr+K+++7DunXrrhskxcfHo2fPnhg1ahTefvttCIJw3XOwWCwoLy+3+elsGmqiNBBEMRPVoRrqXJR5YRS7qJcyEyUrQRAUn7WkzkP2IOrYsWPw8vKCwWDAww8/jJ07dyI0NBRFRUXQ6/Xw9va22d/Pzw9FRUXNHqukpARXrlxBcnIypkyZgn379iE2NhazZs1CVlaWtF9CQgLGjBmDmJiYFse1atUq/Pvf/0ZGRgbi4uLwxz/+8YbL3CQlJcFkMkk/gYGBrX8jNMIitTiQ/atlN6mwnJmoDlWu8Asjp/OUobK6DrXW+v/QsrCc5Cb72grBwcHIzc1FWVkZtm/fjrlz59oEPG1htdZnDmJiYpCQkAAAGD58OA4dOoSUlBSMGzcOH3zwAT755BMcPXr0usdasWKF9OcRI0agsrISL7/8MpYuXdri7yQmJmLZsmXS4/Ly8k4XSIltAVSdiXJjYbkclF7nIhWW8+48WYkZS72bi6rvAiZtkP0bqNfrMWjQIISHhyMpKQnDhg3D2rVr4e/vj+rqapSWltrsX1xc3OIUXM+ePeHm5obQ0FCb7UOGDJHuzvvkk09w9uxZeHt7w83NDW5u9XFkXFwc7rzzzhbHGRERgQsXLsBisbS4j8FgkO40FH86G030iXJnx3I5KH2KpnEm6kZT++Q8jb8nSlweiDoX2YOoX7NarbBYLAgPD4e7uzv2798vPZefn4+CggKYzeZmf1ev12PkyJHIz8+32X7q1Cn07dsXAPDEE08gLy8Pubm50g8ArFmzBps2bWpxXLm5uejevTsMBi48ej1iEKWNu/OYieooVmujOhelZqJ+mTqqtQqorOZ3Qy5lCm+FQZ2LrNN5iYmJmDp1KoKCglBRUYHU1FRkZmYiPT0dJpMJ8+fPx7Jly+Dj4wOj0YglS5bAbDbb3JkXEhKCpKQkxMbGAgCWL1+O2bNnIzIyEuPHj8fevXuRlpaGzMxMAIC/v3+zmaygoCD0798fAJCWlobi4mKMHj0aHh4eyMjIwIsvvohHH33U+W+KylVpYTrPnR3LO1pFVS3E5I5SM1Ee7i7Qu7mgutaK0qvV8DLIXg3RKSk9Y0mdi6z/CpSUlGDOnDkoLCyEyWRCWFgY0tPTMWnSJAD12SEXFxfExcXBYrEgOjoa69evtzlGfn4+ysrKpMexsbFISUlBUlISli5diuDgYOzYsQNjx45t9bjc3d2xbt06JCQkQBAEDBo0CK+++ioWLFjgmBPXqJo6K+p+KfhUc60CO5Z3PPHC2MXdVVp2R2l0Oh1MXdzxY4UFZddqENBd7hF1TkqvnaPORdYgauPGjdd93sPDA+vWrcO6deta3Ke52oR58+Zh3rx5rR7Hr48xZcoUTJkypdW/T/UaZ260kIliTVTHKb32S3sDhV8YvcUgisXlshE725t4Zx4pgHrTBaQ4jTM3aq6JEtszsMVBx1HLFA3bHMhPLd8V6hzUe6UjxRGDKL2bi6rvmjFIzTYZRHWUhuyCsi+M3my4KbsylWQtqXNgEEUOI3UrV3EWCmhcE8XpvI6iljoXk7T0C4MouTATRUqi7qsdKYoWekQBDc02uXZex1F6t3IRp/PkV8p180hBGESRw2ihWznAwnI5SOvmKXTxYZHUtfwaFyGWi1qmfqlzYBBFDiOtm6fi9gYAYGCLgw6nlgujVBPF6TzZcDqPlETdVztSFPFuNqX2+Wktcfy8O6/jqOXCyOk8+ZVJ9XPKzlpS58AgihxGKixXeSaKheUdTz2F5cxEyammzoorlloAyg+4qXNQ99WOFEUzheVscdDhWFhOrVHe6H03enDZHZIfgyhyGLGwXO3TeVJhOdfO6zDSHVcK70ItTiExiJKHmLHs5uEGN1devkh+/BaSw1RppLBc7HNVXWuF1dp0WSFyPDUt+wIAVyy1qKljkN3R1FI7R52Huq92pChiDZHaM1GGRtORFmajnK6qpk767hgVfnFsPL5yZqM6XBl7RJHCMIgih9FaJgpgm4OOIAYjLjqgm0HZdS6uLjp0+6UWh0u/dDwpY6nwaV/qPNR9tSNFEVsCqL2w3M3VBW4u9Wv/MRPlfKWNpmhcXJS/5iJ7RcmnTCX9xKjzYBBFDmPRSIsDoHHXcmainE1tdS7iODmd1/GkgJvTeaQQ6r/akWKIa815qLwmCmjUK4oNN51O6laukuaJ4lRSKZd+6XBqC7hJ+xhEkcM0NNtUfxAldS1nw02nU9uFUeoVxem8DicVlqvku0LaxyCKHEac+jJoYDqP6+d1HGnxYZVcGMWpJBaWdzy1dLanzkP9VztSDOnuPC1M5/1yDiwsd74ylV0Yvbn0i2zUlrUk7WMQRQ4j9YnSQCbKg5moDqO2CyMLy+UjZi1NbHFACqH+qx0phkUjLQ4A3p3XkUpVdtu6N6fzZFN2jYsPk7IwiCKH0VJhecMixJzOc7aGOhd1ZBfELIiYFaGOIQgCylSyPBB1HgyiyGHEdgAGN/V/rcRzYIsD51PrdB4XIe5YV6vrUFNXv5YlgyhSCvVf7UgxLBrMRHE6z/nKrqoruyCOk0FUxxLfb3dXHbpo4N8Y0gYGUeQwWlk7D2g4B07nOZ+aM1GCIMg8ms6joXZOD51O+csDUeeg/qsdKYbYDkALLQ6kZpucznMqq1VoaHGgkiBKzETV1Am4Ws3vR0cpZT0UKRCDKHKYhkyU+oOohuk8ZqKcqcJSC+svyRyjSoKoLu6u0LvW/9PJO/Q6TrnKMpbUOTCIIoeorbOi9peroaYKy1kT5VTihdHD3UU1wbdOp5MCPi790nFKueQLKZD6r3akCFWNOnur5WJ4PcxEdYyGC6M62huIGnpFsc1BR1Fb7Rx1DgyiyCEaZ2y0kImSCstZE+VUar0wsmt5xxOnTk2siSIFUf/VjhRBLCrXu7nAxUX9d84wE9UxxEyO2i6MXD+v46k1a0naJmsQtWHDBoSFhcFoNMJoNMJsNmPPnj3S81VVVYiPj0ePHj3g5eWFuLg4FBcX3/C4J06cwIwZM2AymeDp6YmRI0eioKCgyX6CIGDq1KnQ6XTYtWuXzXMFBQW466670LVrV/j6+mL58uWora1t9zlrVcPiw9qIy5mJ6hhqrXMxcemXDtdQWO4m80iIGsh6xQsICEBycjJycnJw5MgRREVFISYmBsePHwcAJCQkIC0tDdu2bUNWVhYuXryIWbNmXfeYZ8+exdixYxESEoLMzEzk5eVhxYoV8PDwaLLva6+91my/kbq6Otx1112orq7GoUOHsGXLFmzevBlPP/20Y05cg8QgyqCBeiigUYsDFpY7ldqn89hws+M0tDhgJoqUQ9aQfvr06TaPX3jhBWzYsAGHDx9GQEAANm7ciNTUVERFRQEANm3ahCFDhuDw4cMYPXp0s8d88sknMW3aNKxevVraNnDgwCb75ebm4pVXXsGRI0fQu3dvm+f27duHb775Bh9//DH8/PwwfPhwPPfcc3j88cfx7LPPQq/nX+Jfa1g3T1uZKE7nOZfUI0p103ni+nkMojqKWgNu0jbFXPHq6uqwdetWVFZWwmw2IycnBzU1NZg4caK0T0hICIKCgpCdnd3sMaxWK3bv3o3BgwcjOjoavr6+iIiIaDJVd/XqVdx3331Yt24d/P39mxwnOzsbQ4cOhZ+fn7QtOjoa5eXlUpasORaLBeXl5TY/nYVFms7TRiZKPA9O5zlX6VV1Zhcaln7h3XkdRepYrrKAm7RN9iDq2LFj8PLygsFgwMMPP4ydO3ciNDQURUVF0Ov18Pb2ttnfz88PRUVFzR6rpKQEV65cQXJyMqZMmYJ9+/YhNjYWs2bNQlZWlrRfQkICxowZg5iYmGaPU1RUZBNAia8rPteSpKQkmEwm6ScwMLA1b4EmSN3KtTKdx8LyDiFmF9TSaFPE6byOV6bS+jnSNtkr9IKDg5Gbm4uysjJs374dc+fOtQl42sJqrb/gxcTEICEhAQAwfPhwHDp0CCkpKRg3bhw++OADfPLJJzh69KjDzkGUmJiIZcuWSY/Ly8s7TSClpXXzgMbTecxEOZPqC8s5ndchauusqLDU39jD6TxSEtmveHq9HoMGDUJ4eDiSkpIwbNgwrF27Fv7+/qiurkZpaanN/sXFxc1OwQFAz5494ebmhtDQUJvtQ4YMke7O++STT3D27Fl4e3vDzc0Nbm71cWRcXBzuvPNOAIC/v3+TuwDFxy29NgAYDAbpTkPxp7MQ15jTSiaqocUBgyhnUmudCzNRHau8quHOaLV9V0jbZA+ifs1qtcJisSA8PBzu7u7Yv3+/9Fx+fj4KCgpgNpub/V29Xo+RI0ciPz/fZvupU6fQt29fAMATTzyBvLw85ObmSj8AsGbNGmzatAkAYDabcezYMZSUlEjHyMjIgNFobBKgUT1x2ksLjTaBRsu+1HI6z5nUW1jOZV86klg7183gBjdXbfwbQ9og63ReYmIipk6diqCgIFRUVCA1NRWZmZlIT0+HyWTC/PnzsWzZMvj4+MBoNGLJkiUwm802d+aFhIQgKSkJsbGxAIDly5dj9uzZiIyMxPjx47F3716kpaUhMzMTQH0mqblsUlBQEPr37w8AmDx5MkJDQ/HAAw9g9erVKCoqwlNPPYX4+HgYDAbnvzEqpLUWB2ImqrrWCkEQmm2FQe2n1gaKYiF8haUWtXVWXtidTK21c6R9sgZRJSUlmDNnDgoLC2EymRAWFob09HRMmjQJQH12yMXFBXFxcbBYLIiOjsb69ettjpGfn4+ysjLpcWxsLFJSUpCUlISlS5ciODgYO3bswNixY1s9LldXV3z44YdYtGgRzGYzPD09MXfuXKxatcoxJ65BUmG5Vu7OaxQMWmqtmpmmVBJLbR2u/RJ8q22KxujR8E9neVUtfDzVFQSqTalKM5akfbIGURs3brzu8x4eHli3bh3WrVvX4j6CIDTZNm/ePMybN6/V42juGH379sVHH33U6mN0dporLG80LVlVU8cgygnE7IJOB3TzkP0elzZxc3VBN4MbKiy1KL1azSDKycpVWjtH2qeNKx7JrqHZpjaCDTdXF7j9sgYg2xw4h1hPZOrirsr1Frn0S8eRpn2ZiSKFYRBFDiHVRGmksBxoVFzOO/ScQq135ol4h17HkRptqqx2jrRPO1c8kpVFYy0OgIZzsfAOPadQa48okdS1nHfoOZ3aA27SLgZR5BBaWzsPYK8oZ1P7HVfMRHWchsWH1fldIe3SzhWPZKXFTJSBXcudquGOK3VO0Zi4CHGHYWE5KRWDKHIIKROlkRYHQMO5sOGmc5SJiw+r9MLoLRWWcxFiZ1P71C9pF4MocoiGZpva+UoxE+Vcaq9z4XRexxGzliZO55HCaOeKR7JquDtPg5koBlFOofYGilz6peOoPeAm7WIQRQ6hzcLy+nPh3XnOwcJyag1BEKRAVa31c6Rd2rnikay0WFgutThgJsop1F7nwmabHeNaTR2q6+r/I6PW7wppF4MocgitdSwHGrc4YCbKGcpUfneeN+/O6xDi98TNRYeueu38+0LawCCKHELMRLFjObWW2utcxExU+bWaZtffJMdovOSLTqe+5YFI27RzxSNZaToTVcsgytGsVgGlV9XdQFGcWqqus+IaA22nUXvtHGkbgyhyCDFbo6XCcrHFgYXTeQ53pboW1l+SN2rNRHXVu8LdtT4zwik951F77Rxpm3aueCSb2joran+5Imqz2SazDI4m3m1lcHNRbfZSp9PxDr0OUCYt+aLO2jnSNgZR1G6NWwCo9YLYHBaWO0+ZyntEicQgipko51F77RxpG4MoarfGhddaKiz3YMdyp9HKhZGZKOcTA1S1f1dIm7RzxSPZiGvL6V1d4OKinbtnDG7MRDlLQ52LuqdoxCmmMq6f5zRaCbhJmxhEUbtpcd08oHHHcmaiHE1ctFfta6F5czrP6dS+PBBpm7aueiQLiwbbGwCNO5YzE+VoWskuGDmd53RlVxlEkXIxiKJ2q6rVXnsDoFFNFDNRDlemkdvWvbn0i9NpJeAmbdLWVY9kIfWI0lB7A6BRiwMWljtcqUayC2IQWMbpPKeRpn5VXj9H2sQgitpNnO7SWk2UQbo7j9N5jqaV7IJY08XpPOcp4915pGDauuqRLLSaiRLvzmNhueM1FJarO7sgLULMu/Ocos4qoLyqFoD6s5akTQyiqN3EZptaLSxnJsrxyq7VXxjVnl1gYblzlTd6X9X+XSFtYhBF7abFdfMANtt0pjJx8WGVXxilwnLWRDmFGJx66l3h7qqtf19IG/itpHZr6BOlzUyUpdYKQRBkHo22aKX3jxgEVlTVos7K74ijNXxP1D3tS9rFIIraTexYrqUlXwDb82m8PiC1T3WtFVer6wNvtU/RGBuNv5xTeg5XelW8M0/d3xPSLm1d9UgWDdN52sxEAZzScyRxikanA7p5qPvi6O7qAi+DGwD2inIGrdzFSdrFIIraTSos19jdee6uLnD9ZS1AZqIcR7wwGj3cpfdXzbgIsfOUaWTal7SLQRS1m1YLywHAw43F5Y5Wdk1bUzQmaf08tjlwNPaIIqWT9aq3YcMGhIWFwWg0wmg0wmw2Y8+ePdLzVVVViI+PR48ePeDl5YW4uDgUFxff8LgnTpzAjBkzYDKZ4OnpiZEjR6KgoEB6fuHChRg4cCC6dOmCXr16ISYmBidPnrQ5hk6na/KzdetWx528hlRpdO08gG0OnEEr3cpF3my46TTiFKnaF6om7ZI1iAoICEBycjJycnJw5MgRREVFISYmBsePHwcAJCQkIC0tDdu2bUNWVhYuXryIWbNmXfeYZ8+exdixYxESEoLMzEzk5eVhxYoV8PDwkPYJDw/Hpk2bcOLECaSnp0MQBEyePBl1dbbZhk2bNqGwsFD6mTlzpsPfAy2wiHfnaaywHGg4J2aiHEdrdS6cznMeKeDmki+kUG5yvvj06dNtHr/wwgvYsGEDDh8+jICAAGzcuBGpqamIiooCUB/UDBkyBIcPH8bo0aObPeaTTz6JadOmYfXq1dK2gQMH2uzz0EMPSX/u168fnn/+eQwbNgznz5+32dfb2xv+/v7tPk+ta1iAWMuZKAZRjlKqsSka9opyHq0F3KQ9ikkd1NXVYevWraisrITZbEZOTg5qamowceJEaZ+QkBAEBQUhOzu72WNYrVbs3r0bgwcPRnR0NHx9fREREYFdu3a1+LqVlZXYtGkT+vfvj8DAQJvn4uPj0bNnT4waNQpvv/32DXsFWSwWlJeX2/x0Bg3TeYr5OjmMoVGvKHIMrfSIEokL4zKIcjyxfk4r3xXSHtmveseOHYOXlxcMBgMefvhh7Ny5E6GhoSgqKoJer4e3t7fN/n5+figqKmr2WCUlJbhy5QqSk5MxZcoU7Nu3D7GxsZg1axaysrJs9l2/fj28vLzg5eWFPXv2ICMjA3p9Q8p41apV+Pe//42MjAzExcXhj3/8I954443rnktSUhJMJpP08+ugTKssms5EcTrP0co1ll3gdJ7zMBNFSifrdB4ABAcHIzc3F2VlZdi+fTvmzp3bJOBpLau1PlsQExODhIQEAMDw4cNx6NAhpKSkYNy4cdK+999/PyZNmoTCwkL89a9/xT333IPPP/9cqp1asWKFtO+IESNQWVmJl19+GUuXLm3x9RMTE7Fs2TLpcXl5eacIpMRMlEFjLQ6AhrYNVcxEOUyptOSLNupcGgrLeXeeo2lt6pe0R/ZMlF6vx6BBgxAeHo6kpCQMGzYMa9euhb+/P6qrq1FaWmqzf3FxcYt1Sj179oSbmxtCQ0Nttg8ZMsTm7jwAMJlMuPnmmxEZGYnt27fj5MmT2LlzZ4vjjIiIwIULF2CxWFrcx2AwSHcaij+dgaZbHDAT5XBayy4wE+U8Wpv6Je1R3FXParXCYrEgPDwc7u7u2L9/v/Rcfn4+CgoKYDabm/1dvV6PkSNHIj8/32b7qVOn0Ldv3xZfUxAECIJw3QApNzcX3bt3h8FgaOMZaZ+0dp4GM1HiOVkYRDmM1m5b9+7CwnJnqKqpQ/UvGWCtBNykPbJO5yUmJmLq1KkICgpCRUUFUlNTkZmZifT0dJhMJsyfPx/Lli2Dj48PjEYjlixZArPZbHNnXkhICJKSkhAbGwsAWL58OWbPno3IyEiMHz8ee/fuRVpaGjIzMwEA3377Ld577z1MnjwZvXr1woULF5CcnIwuXbpg2rRpAIC0tDQUFxdj9OjR8PDwQEZGBl588UU8+uijHf4eqYGWC8vFc2JhueOUSbeta+PCKAaDXPbFscSg1NVFJy2tQ6Q0sn4zS0pKMGfOHBQWFsJkMiEsLAzp6emYNGkSAGDNmjVwcXFBXFwcLBYLoqOjsX79eptj5Ofno6ysTHocGxuLlJQUJCUlYenSpQgODsaOHTswduxYAICHhwcOHjyI1157DT///DP8/PwQGRmJQ4cOwdfXFwDg7u6OdevWISEhAYIgYNCgQXj11VexYMGCDnpn1EVa9kWTheVsceBoZRrLRDWezhMEATqd+peyUYJS8c68Lu58T0mxZA2iNm7ceN3nPTw8sG7dOqxbt67FfZprOzBv3jzMmzev2f379OmDjz766LqvO2XKFEyZMuW6+1ADi0YXIAbYsdzRBEFoqHPRTGF5/XlU11pRVWNFF732/h7IgUu+kBpob/6FOlxDs03tfZ0MLCx3qCuWWtRZ6//jo5ViYU+9K9x+WUi5lHfoOYzWaudIm7R31aMOVWcVUFNXf1HUcmG5GChS+4hTeXo3F81kLnU6He/QcwKt3cVJ2sQgitqlcYZGi5koqbCc03kOUaqxonKRiUu/OJzWbkAgbdLeVY86VOO71jw0mIlis03H0lq3chEzUY4nFZZ31UbtHGkTgyhqFzETpXd1gYuL9u6g4d15jqXV5olitqSMmSiHEQNSo8YCbtIWBlHULlKjTQ1O5QHsWO5oDct4aCu7IGZLWFjuOFqd+iVt0eaVjzqMltfNAxp3LOd0niNotViY03mOp9XvCmkLgyhqFy23NwAaZaJ4d55DNNS5aOvCaOLSLw5XptGpX9IWbV75qMNYarTbrRxoOC9mohxDq3dceXPpF4eTpvMYRJGCMYiidmEmitpCa0u+iMRMVDmDKIfhdB6pgTavfNRhpCVfNF4TxcJyxyjV6FIe3uwT5VB1VgHlVdq8CYG0hUEUtYtUWK71TBSn8xxCq9kFFpY7VkVVDcRlUbX2XSFt0eaVjzpMFTNR1AYNxcLayi6I2ZLSq2xx4Aji96Sr3hV6N16mSLn47aR2ETuWa76wvNYKQfyvMdlNDDK0WlheXtWwwDLZjz2iSC0YRFG7dJZmm4DtEjfUdjV1VlRW139ftDZF0/h8Kqo4pdde7FZOaqHNKx91mKpO0uIAYJuD9mpcL6S1i6O7qws89fXfFRaXt59Wlwci7WEQRe0itTjQaE2Uu6sLXH9ZE5BtDtpHDKK6ebhJ76mWsLjcccqkaV9t1c6R9jCIonbR+nQeABjcuH6eI2i9eaJJWj+PQVR7afUuTtIe7V75qENIheUazUQBtsXlZL+ya9rOLnhLS7/wDr320nrATdrBIIraRWpxoOFMlAczUQ6h9ewCu5Y7DgvLSS20e+WjDqH1tfOAhnNjw832kbqVazS7wK7ljsPCclILBlHULp0hE2VwZ8NNR9B67x8TFyF2mIaFqrU59Uvaod0rH3UI8Y41g4ZrolhY7hidZTqPd+e1n9a/K6QdDKKoXRr6RGn3qySeGwvL26dM41M03tLSLwyi2qtUvAlBo98V0g7tXvmoQ1jETFSnqIliJqo9tJ5dYGG542j9u0LawSCK2kXKRGl4Ok88typmotpFvPXfpNE6F6mw/BpbHLRHVU2d9O+KVm9CIO1gEEXt0hkKy6XpPGai2kXrd1yZuvDuPEcQs1CuLjp0M7jJPBqi69PulY86hPg/Rm0XlnM6zxHKNT5Fw8Jyx5B6RHm4QafT3vJApC0MoqhdLJ0oE8U+UfYTBEHzXajF87LUWhlwt0PD90Sb076kLdq98lGHkJZ96QSF5RYuQGy3yuo61FoFANrt/eNlaFhYmVN69muondNmsE3awiCK7FZnFVBdp/0gysCO5e0mTtHoXV00m7XU6XSc0nMA3plHaiLrv2YbNmxAWFgYjEYjjEYjzGYz9uzZIz1fVVWF+Ph49OjRA15eXoiLi0NxcfENj3vixAnMmDEDJpMJnp6eGDlyJAoKCqTnFy5ciIEDB6JLly7o1asXYmJicPLkSZtjFBQU4K677kLXrl3h6+uL5cuXo7a21nEnrwGNMzNavTACjafzmImyl5Rd6Oqu6ToXLkLcflrvJ0baIuuVLyAgAMnJycjJycGRI0cQFRWFmJgYHD9+HACQkJCAtLQ0bNu2DVlZWbh48SJmzZp13WOePXsWY8eORUhICDIzM5GXl4cVK1bAw8ND2ic8PBybNm3CiRMnkJ6eDkEQMHnyZNTV1V8k6+rqcNddd6G6uhqHDh3Cli1bsHnzZjz99NPOezNUqHFmplMUlrPFgd06S3bByExUu3WW7wppg6z3j06fPt3m8QsvvIANGzbg8OHDCAgIwMaNG5GamoqoqCgAwKZNmzBkyBAcPnwYo0ePbvaYTz75JKZNm4bVq1dL2wYOHGizz0MPPST9uV+/fnj++ecxbNgwnD9/HgMHDsS+ffvwzTff4OOPP4afnx+GDx+O5557Do8//jieffZZ6PXy1nQUlVWh1ir/Bb2kwgIAcHfVSbUgWiRmokqvVuPCz1dlHo06nfupEoB2180TidmT85cq+V2x0w+l1wBo/7tC2qCYJhx1dXXYtm0bKisrYTabkZOTg5qaGkycOFHaJyQkBEFBQcjOzm42iLJardi9ezcee+wxREdH4+jRo+jfvz8SExMxc+bMZl+3srISmzZtQv/+/REYGAgAyM7OxtChQ+Hn5yftFx0djUWLFuH48eMYMWJEs8eyWCywWCzS4/Lycnveihu6763D+PbHSqcc2x5abrQJNJzfwdM/YexLB2QejbppPbsgXvhf/OgkXvzo5A32pusxavy7QtogexB17NgxmM1mVFVVwcvLCzt37kRoaChyc3Oh1+vh7e1ts7+fnx+KioqaPVZJSQmuXLmC5ORkPP/883jppZewd+9ezJo1CwcOHMC4ceOkfdevX4/HHnsMlZWVCA4ORkZGhpRhKioqsgmgxNcVn2tJUlISVq5cac/b0CZ6VxdpUVwlmDniJrmH4FSj+vsgoHsX/FhhufHO1CK9mwvuCust9zCcasot/jiQ/yPr59rJx1OPyMG95B4G0Q3JHkQFBwcjNzcXZWVl2L59O+bOnYusrCy7jmX9ZYorJiYGCQkJAIDhw4fj0KFDSElJsQmi7r//fkyaNAmFhYX461//invuuQeff/65Te1UWyUmJmLZsmXS4/Lycim75Uh7H4l0+DGpZYE+XfHZ41FyD4NUYMotvTHlFm0HikTUQPYgSq/XY9CgQQDqC76/+uorrF27FrNnz0Z1dTVKS0ttslHFxcXw9/dv9lg9e/aEm5sbQkNDbbYPGTIEn332mc02k8kEk8mEm2++GaNHj0b37t2xc+dO/P73v4e/vz++/PJLm/3FuwJbem0AMBgMMBgMrT53IiIiUi/lzAn9wmq1wmKxIDw8HO7u7ti/f7/0XH5+PgoKCmA2m5v9Xb1ej5EjRyI/P99m+6lTp9C3b98WX1MQBAiCINUzmc1mHDt2DCUlJdI+GRkZMBqNTQI0IiIi6pxkzUQlJiZi6tSpCAoKQkVFBVJTU5GZmYn09HSYTCbMnz8fy5Ytg4+PD4xGI5YsWQKz2WxTVB4SEoKkpCTExsYCAJYvX47Zs2cjMjIS48ePx969e5GWlobMzEwAwLfffov33nsPkydPRq9evXDhwgUkJyejS5cumDZtGgBg8uTJCA0NxQMPPIDVq1ejqKgITz31FOLj45lpIiIiIgAyB1ElJSWYM2cOCgsLYTKZEBYWhvT0dEyaNAkAsGbNGri4uCAuLg4WiwXR0dFYv369zTHy8/NRVlYmPY6NjUVKSgqSkpKwdOlSBAcHY8eOHRg7diwAwMPDAwcPHsRrr72Gn3/+GX5+foiMjMShQ4fg6+sLAHB1dcWHH36IRYsWwWw2w9PTE3PnzsWqVas66J0hIiIipdMJgiDIPQitKi8vh8lkQllZGYxGo9zDISIiolZo7fVbcTVRRERERGrAIIqIiIjIDgyiiIiIiOzAIIqIiIjIDgyiiIiIiOzAIIqIiIjIDgyiiIiIiOzAIIqIiIjIDgyiiIiIiOwg67IvWic2gy8vL5d5JERERNRa4nX7Rou6MIhyooqKCgBAYGCgzCMhIiKitqqoqIDJZGrxea6d50RWqxUXL15Et27doNPpHHbc8vJyBAYG4vvvv9f0mnw8T23pDOfZGc4R4HlqDc+zKUEQUFFRgT59+sDFpeXKJ2ainMjFxQUBAQFOO77RaNT0F17E89SWznCeneEcAZ6n1vA8bV0vAyViYTkRERGRHRhEEREREdmBQZQKGQwGPPPMMzAYDHIPxal4ntrSGc6zM5wjwPPUGp6n/VhYTkRERGQHZqKIiIiI7MAgioiIiMgODKKIiIiI7MAgioiIiMgODKJUaN26dejXrx88PDwQERGBL7/8Uu4hOdSzzz4LnU5n8xMSEiL3sNrt008/xfTp09GnTx/odDrs2rXL5nlBEPD000+jd+/e6NKlCyZOnIjTp0/LM1g73egcH3zwwSaf7ZQpU+QZbDskJSVh5MiR6NatG3x9fTFz5kzk5+fb7FNVVYX4+Hj06NEDXl5eiIuLQ3FxsUwjbrvWnOOdd97Z5PN8+OGHZRqxfTZs2ICwsDCpAaPZbMaePXuk59X+OYpudJ5a+Cybk5ycDJ1Oh0ceeUTa5sjPlEGUyrz33ntYtmwZnnnmGXz99dcYNmwYoqOjUVJSIvfQHOo3v/kNCgsLpZ/PPvtM7iG1W2VlJYYNG4Z169Y1+/zq1avx+uuvIyUlBV988QU8PT0RHR2NqqqqDh6p/W50jgAwZcoUm8/2X//6VweO0DGysrIQHx+Pw4cPIyMjAzU1NZg8eTIqKyulfRISEpCWloZt27YhKysLFy9exKxZs2Qcddu05hwBYMGCBTaf5+rVq2UasX0CAgKQnJyMnJwcHDlyBFFRUYiJicHx48cBqP9zFN3oPAH1f5a/9tVXX+HNN99EWFiYzXaHfqYCqcqoUaOE+Ph46XFdXZ3Qp08fISkpScZROdYzzzwjDBs2TO5hOBUAYefOndJjq9Uq+Pv7Cy+//LK0rbS0VDAYDMK//vUvGUbYfr8+R0EQhLlz5woxMTGyjMeZSkpKBABCVlaWIAj1n527u7uwbds2aZ8TJ04IAITs7Gy5htkuvz5HQRCEcePGCX/605/kG5STdO/eXXjrrbc0+Tk2Jp6nIGjvs6yoqBBuvvlmISMjw+bcHP2ZMhOlItXV1cjJycHEiROlbS4uLpg4cSKys7NlHJnjnT59Gn369MGAAQNw//33o6CgQO4hOdW5c+dQVFRk89maTCZERERo7rPNzMyEr68vgoODsWjRIly6dEnuIbVbWVkZAMDHxwcAkJOTg5qaGpvPMyQkBEFBQar9PH99jqJ3330XPXv2xC233ILExERcvXpVjuE5RF1dHbZu3YrKykqYzWZNfo5A0/MUaemzjI+Px1133WXz2QGO/7vJBYhV5KeffkJdXR38/Pxstvv5+eHkyZMyjcrxIiIisHnzZgQHB6OwsBArV67EHXfcgf/+97/o1q2b3MNziqKiIgBo9rMVn9OCKVOmYNasWejfvz/Onj2Lv/zlL5g6dSqys7Ph6uoq9/DsYrVa8cgjj+D222/HLbfcAqD+89Tr9fD29rbZV62fZ3PnCAD33Xcf+vbtiz59+iAvLw+PP/448vPz8f7778s42rY7duwYzGYzqqqq4OXlhZ07dyI0NBS5ubma+hxbOk9AO58lAGzduhVff/01vvrqqybPOfrvJoMoUpypU6dKfw4LC0NERAT69u2Lf//735g/f76MI6P2uvfee6U/Dx06FGFhYRg4cCAyMzMxYcIEGUdmv/j4ePz3v//VRN1eS1o6x4ceekj689ChQ9G7d29MmDABZ8+excCBAzt6mHYLDg5Gbm4uysrKsH37dsydOxdZWVlyD8vhWjrP0NBQzXyW33//Pf70pz8hIyMDHh4eTn89TuepSM+ePeHq6trkLoLi4mL4+/vLNCrn8/b2xuDBg3HmzBm5h+I04ufX2T7bAQMGoGfPnqr9bBcvXowPP/wQBw4cQEBAgLTd398f1dXVKC0ttdlfjZ9nS+fYnIiICABQ3eep1+sxaNAghIeHIykpCcOGDcPatWs19TkCLZ9nc9T6Webk5KCkpAS33nor3Nzc4ObmhqysLLz++utwc3ODn5+fQz9TBlEqotfrER4ejv3790vbrFYr9u/fbzOvrTVXrlzB2bNn0bt3b7mH4jT9+/eHv7+/zWdbXl6OL774QtOf7YULF3Dp0iXVfbaCIGDx4sXYuXMnPvnkE/Tv39/m+fDwcLi7u9t8nvn5+SgoKFDN53mjc2xObm4uAKju8/w1q9UKi8Wiic/xesTzbI5aP8sJEybg2LFjyM3NlX5uu+023H///dKfHfqZOqYOnjrK1q1bBYPBIGzevFn45ptvhIceekjw9vYWioqK5B6aw/z5z38WMjMzhXPnzgmff/65MHHiRKFnz55CSUmJ3ENrl4qKCuHo0aPC0aNHBQDCq6++Khw9elT47rvvBEEQhOTkZMHb21v4v//7PyEvL0+IiYkR+vfvL1y7dk3mkbfe9c6xoqJCePTRR4Xs7Gzh3Llzwscffyzceuutws033yxUVVXJPfQ2WbRokWAymYTMzEyhsLBQ+rl69aq0z8MPPywEBQUJn3zyiXDkyBHBbDYLZrNZxlG3zY3O8cyZM8KqVauEI0eOCOfOnRP+7//+TxgwYIAQGRkp88jb5oknnhCysrKEc+fOCXl5ecITTzwh6HQ6Yd++fYIgqP9zFF3vPLXyWbbk13ceOvIzZRClQm+88YYQFBQk6PV6YdSoUcLhw4flHpJDzZ49W+jdu7eg1+uFm266SZg9e7Zw5swZuYfVbgcOHBAANPmZO3euIAj1bQ5WrFgh+Pn5CQaDQZgwYYKQn58v76Db6HrnePXqVWHy5MlCr169BHd3d6Fv377CggULVPkfgObOEYCwadMmaZ9r164Jf/zjH4Xu3bsLXbt2FWJjY4XCwkL5Bt1GNzrHgoICITIyUvDx8REMBoMwaNAgYfny5UJZWZm8A2+jefPmCX379hX0er3Qq1cvYcKECVIAJQjq/xxF1ztPrXyWLfl1EOXIz1QnCIJgR8aMiIiIqFNjTRQRERGRHRhEEREREdmBQRQRERGRHRhEEREREdmBQRQRERGRHRhEEREREdmBQRQRERGRHRhEERF1AJ1Oh127dsk9DCJyIAZRRKQZP/74IxYtWoSgoCAYDAb4+/sjOjoan3/+udxDIyINcpN7AEREjhIXF4fq6mps2bIFAwYMQHFxMfbv349Lly7JPTQi0iBmoohIE0pLS3Hw4EG89NJLGD9+PPr27YtRo0YhMTERM2bMAAC8+uqrGDp0KDw9PREYGIg//vGPuHLlinSMzZs3w9vbGx9++CGCg4PRtWtX3H333bh69Sq2bNmCfv36oXv37li6dCnq6uqk3+vXrx+ee+45/P73v4enpyduuukmrFu37rrj/f7773HPPffA29sbPj4+iImJwfnz56XnMzMzMWrUKHh6esLb2xu33347vvvuO8e+aUTULgyiiEgTvLy84OXlhV27dsFisTS7j4uLC15//XUcP34cW7ZswSeffILHHnvMZp+rV6/i9ddfx9atW7F3715kZmYiNjYWH330ET766CO88847ePPNN7F9+3ab33v55ZcxbNgwHD16FE888QT+9Kc/ISMjo9lx1NTUIDo6Gt26dcPBgwfx+eefw8vLC1OmTEF1dTVqa2sxc+ZMjBs3Dnl5ecjOzsZDDz0EnU7nmDeLiBzDIUskExEpwPbt24Xu3bsLHh4ewpgxY4TExEThP//5T4v7b9u2TejRo4f0eNOmTQIA4cyZM9K2hQsXCl27dhUqKiqkbdHR0cLChQulx3379hWmTJlic+zZs2cLU6dOlR4DEHbu3CkIgiC88847QnBwsGC1WqXnLRaL0KVLFyE9PV24dOmSAEDIzMxs+5tARB2GmSgi0oy4uDhcvHgRH3zwAaZMmYLMzEzceuut2Lx5MwDg448/xoQJE3DTTTehW7dueOCBB3Dp0iVcvXpVOkbXrl0xcOBA6bGfnx/69esHLy8vm20lJSU2r202m5s8PnHiRLPj/M9//oMzZ86gW7duUgbNx8cHVVVVOHv2LHx8fPDggw8iOjoa06dPx9q1a1FYWNjet4eIHIxBFBFpioeHByZNmoQVK1bg0KFDePDBB/HMM8/g/Pnz+O1vf4uwsDDs2LEDOTk5Ut1SdXW19Pvu7u42x9PpdM1us1qtdo/xypUrCA8PR25urs3PqVOncN999wEANm3ahOzsbIwZMwbvvfceBg8ejMOHD9v9mkTkeAyiiEjTQkNDUVlZiZycHFitVrzyyisYPXo0Bg8ejIsXLzrsdX4d4Bw+fBhDhgxpdt9bb70Vp0+fhq+vLwYNGmTzYzKZpP1GjBiBxMREHDp0CLfccgtSU1MdNl4iaj8GUUSkCZcuXUJUVBT++c9/Ii8vD+fOncO2bduwevVqxMTEYNCgQaipqcEbb7yBb7/9Fu+88w5SUlIc9vqff/45Vq9ejVOnTmHdunXYtm0b/vSnPzW77/3334+ePXsiJiYGBw8exLlz55CZmYmlS5fiwoULOHfuHBITE5GdnY3vvvsO+/btw+nTp1sMyohIHuwTRUSa4OXlhYiICKxZswZnz55FTU0NAgMDsWDBAvzlL39Bly5d8Oqrr+Kll15CYmIiIiMjkZSUhDlz5jjk9f/85z/jyJEjWLlyJYxGI1599VVER0c3u2/Xrl3x6aef4vHHH8esWbNQUVGBm266CRMmTIDRaMS1a9dw8uRJbNmyBZcuXULv3r0RHx+PhQsXOmSsROQYOkEQBLkHQUSkZv369cMjjzyCRx55RO6hEFEH4nQeERERkR0YRBERERHZgdN5RERERHZgJoqIiIjIDgyiiIiIiOzAIIqIiIjIDgyiiIiIiOzAIIqIiIjIDgyiiIiIiOzAIIqIiIjIDgyiiIiIiOzAIIqIiIjIDv8fE2FrA53hfoQAAAAASUVORK5CYII=\n"},"metadata":{}}],"execution_count":26},{"cell_type":"markdown","source":"MOVING AVRAGE ","metadata":{}},{"cell_type":"code","source":"Temp_signal_1d = temp_signal.flatten() \nwindow = 25\ntemp_avg = pd.Series(Temp_signal_1d).rolling(temp_freq * window).mean().dropna().reset_index(drop=True)\n\n\nplt.plot(temp_avg[start:end]) \nplt.title('Temp Signal moving avrage')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:10.114620Z","iopub.execute_input":"2025-08-02T12:25:10.114898Z","iopub.status.idle":"2025-08-02T12:25:10.277286Z","shell.execute_reply.started":"2025-08-02T12:25:10.114879Z","shell.execute_reply":"2025-08-02T12:25:10.275641Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":27},{"cell_type":"code","source":"dt = 1/4\nslope = np.gradient(temp_avg.values, dt)\nplt.plot(slope[start:end]) \nplt.title('Temp Signal Preview')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:10.281569Z","iopub.execute_input":"2025-08-02T12:25:10.281858Z","iopub.status.idle":"2025-08-02T12:25:10.448637Z","shell.execute_reply.started":"2025-08-02T12:25:10.281834Z","shell.execute_reply":"2025-08-02T12:25:10.447223Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":28},{"cell_type":"code","source":"plt.plot(slope[:]) \nplt.title('Temp Signal Preview')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:10.450020Z","iopub.execute_input":"2025-08-02T12:25:10.450397Z","iopub.status.idle":"2025-08-02T12:25:10.623766Z","shell.execute_reply.started":"2025-08-02T12:25:10.450372Z","shell.execute_reply":"2025-08-02T12:25:10.622602Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}],"execution_count":29},{"cell_type":"code","source":"temp_avg_final = np.array(temp_avg)\ntemp_grad_final = np.array(slope)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:10.624764Z","iopub.execute_input":"2025-08-02T12:25:10.625190Z","iopub.status.idle":"2025-08-02T12:25:10.630501Z","shell.execute_reply.started":"2025-08-02T12:25:10.625159Z","shell.execute_reply":"2025-08-02T12:25:10.629093Z"}},"outputs":[],"execution_count":30},{"cell_type":"markdown","source":"CHEST AND WRIST ACC","metadata":{}},{"cell_type":"code","source":"signal = acc_chest_signal.flatten()  \n\nplt.plot(signal[:]) \nplt.title('chest acc Signal Preview')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:10.631394Z","iopub.execute_input":"2025-08-02T12:25:10.631701Z","iopub.status.idle":"2025-08-02T12:25:12.143954Z","shell.execute_reply.started":"2025-08-02T12:25:10.631676Z","shell.execute_reply":"2025-08-02T12:25:12.143203Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":31},{"cell_type":"markdown","source":"eucl norm and moving average ","metadata":{}},{"cell_type":"code","source":"acc = acc_chest_signal\nmag = np.linalg.norm(acc, axis=1) - 1\nmag_ma = pd.Series(mag).rolling(100).mean().dropna().reset_index(drop=True)\n\nplt.figure()\nplt.plot(mag_ma.index, mag_ma.values)\nplt.xlabel('Sample')\nplt.ylabel('ACC magnitude MA')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:12.144756Z","iopub.execute_input":"2025-08-02T12:25:12.145052Z","iopub.status.idle":"2025-08-02T12:25:13.067692Z","shell.execute_reply.started":"2025-08-02T12:25:12.145030Z","shell.execute_reply":"2025-08-02T12:25:13.066303Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":32},{"cell_type":"code","source":"n = 3500\nmad_series = mag_ma[:].rolling(window=n).apply(\n    lambda x: np.mean(np.abs(x - x.mean())),\n    raw=True\n).dropna()\n\nplt.figure()\nplt.plot(mad_series.index, mad_series.values)\nplt.xlabel('Sample')\nplt.ylabel('ACC standard deviation')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:25:13.069275Z","iopub.execute_input":"2025-08-02T12:25:13.069671Z","iopub.status.idle":"2025-08-02T12:26:42.640185Z","shell.execute_reply.started":"2025-08-02T12:25:13.069638Z","shell.execute_reply":"2025-08-02T12:26:42.638808Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":33},{"cell_type":"code","source":"acc_chest_final = np.array(mad_series)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:26:42.641555Z","iopub.execute_input":"2025-08-02T12:26:42.641861Z","iopub.status.idle":"2025-08-02T12:26:42.655269Z","shell.execute_reply.started":"2025-08-02T12:26:42.641835Z","shell.execute_reply":"2025-08-02T12:26:42.654141Z"}},"outputs":[],"execution_count":34},{"cell_type":"markdown","source":"WRIST acc ","metadata":{}},{"cell_type":"code","source":"plt.plot(acc_wrist_signal[:]) \nplt.title('chest acc Signal Preview')\nplt.xlabel('Samples')\nplt.ylabel('Amplitude')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:26:42.656189Z","iopub.execute_input":"2025-08-02T12:26:42.656496Z","iopub.status.idle":"2025-08-02T12:26:43.054383Z","shell.execute_reply.started":"2025-08-02T12:26:42.656476Z","shell.execute_reply":"2025-08-02T12:26:43.053478Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":35},{"cell_type":"markdown","source":"for wrist acc : eucl nom , moving average , and zero out the negative values ","metadata":{}},{"cell_type":"code","source":"acc = acc_wrist_signal\nmag = np.linalg.norm(acc, axis=1) -1\nmag_ma = pd.Series(mag).rolling(100).mean().dropna().reset_index(drop=True)\nmag_ma = np.array(mag_ma)\nmag_ma[mag_ma < 0] = 0\n\nplt.figure()\nplt.plot(mag_ma[:])\nplt.xlabel('Sample')\nplt.ylabel('ACC magnitude ')\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:26:43.055206Z","iopub.execute_input":"2025-08-02T12:26:43.055423Z","iopub.status.idle":"2025-08-02T12:26:43.218825Z","shell.execute_reply.started":"2025-08-02T12:26:43.055408Z","shell.execute_reply":"2025-08-02T12:26:43.218154Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":36},{"cell_type":"code","source":"acc_wrist_final = mag_ma","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-08-02T12:26:43.219757Z","iopub.execute_input":"2025-08-02T12:26:43.220021Z","iopub.status.idle":"2025-08-02T12:26:43.223487Z","shell.execute_reply.started":"2025-08-02T12:26:43.219999Z","shell.execute_reply":"2025-08-02T12:26:43.222878Z"}},"outputs":[],"execution_count":37}]}